{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "037f8c24",
   "metadata": {},
   "source": [
    "# VARLINGAM for Time Series Causal Discovery\n",
    "\n",
    "VARLINGAM can be used for causal discovery in time series data with contemporaneous causal connections. This algorithm can be broadly divided into two steps. First, we estimate the time lagged causal effects using vector autoregression. Second, we estimate the instantaneous causal effects by applying the LiNGAM algorithm on the residuals of the previous step, where LiNGAM exploits the non-Gaussianity of the residuals to estimate the instantaneous variables' causal order.\n",
    "\n",
    "This algorithm makes the following assumptions: \n",
    "1. linear relationship between variables, \n",
    "2. non-Gaussianity of the error (regression residuals), \n",
    "3. no cycles among contemporaneous causal relations, and \n",
    "4. no hidden confounders. \n",
    "\n",
    "We do not support multi-processing for this algorithm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "47b47f0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline     \n",
    "import pickle as pkl\n",
    "import time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "30960522",
   "metadata": {},
   "outputs": [],
   "source": [
    "from causalai.models.time_series.var_lingam import VARLINGAM\n",
    "\n",
    "from causalai.data.data_generator import DataGenerator\n",
    "# also importing data object, data transform object, and prior knowledge object, and the graph plotting function\n",
    "from causalai.data.time_series import TimeSeriesData\n",
    "from causalai.data.transforms.time_series import StandardizeTransform\n",
    "from causalai.models.common.prior_knowledge import PriorKnowledge\n",
    "from causalai.misc.misc import plot_graph, get_precision_recall"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3bb7e3f",
   "metadata": {},
   "source": [
    "## Load and Visualize Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c82421d",
   "metadata": {},
   "source": [
    "Load the dataset and visualize the ground truth causal graph. For the purpose of this example, we will use a synthetic dataset available in our repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c3d2edc3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a': [],\n",
       " 'b': [('a', -1), ('f', -2)],\n",
       " 'c': [('b', 0), ('f', -2)],\n",
       " 'd': [('b', -4), ('b', -1), ('g', -1)],\n",
       " 'e': [('f', -1)],\n",
       " 'f': [],\n",
       " 'g': []}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "fn = lambda x:x\n",
    "coef = 0.1\n",
    "sem = {\n",
    "        'a': [], \n",
    "        'b': [(('a', -1), coef, fn), (('f', -2), coef, fn)], \n",
    "        'c': [(('b', 0), coef, fn), (('f', -2), coef, fn)],\n",
    "        'd': [(('b', -4), coef, fn), (('b', -1), coef, fn), (('g', -1), coef, fn)],\n",
    "        'e': [(('f', -1), coef, fn)], \n",
    "        'f': [],\n",
    "        'g': [],\n",
    "        }\n",
    "T = 10000\n",
    "data_array, var_names, graph_gt = DataGenerator(sem, T=T, seed=0, noise_fn=[np.random.rand]*len(sem.keys()))\n",
    "graph_gt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28524fe1",
   "metadata": {},
   "source": [
    "Now we perform the following operations:\n",
    "\n",
    "1. Standardize the data arrays\n",
    "2. Create the data object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a8acfb94",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# 1.\n",
    "StandardizeTransform_ = StandardizeTransform()\n",
    "StandardizeTransform_.fit(data_array)\n",
    "\n",
    "data_trans = StandardizeTransform_.transform(data_array)\n",
    "\n",
    "# 2.\n",
    "data_obj = TimeSeriesData(data_trans, var_names=var_names)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85dde1ca",
   "metadata": {},
   "source": [
    "We visualize the data and graph below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2cebfdc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QUh68S6QyErf0t6pc3Hz4/OHgFJxgmTm+4TjqRNXBIz0fqbKvcswDxxw9UFJiZGozkVyS7FRbo8GI+d3mo/0T7TFo6iDHO/DAuvfW4fKhy5i8ezI4jsOgkEF4xL/q4BDuI/U8pC5Mxa6vd2HakWnwD/KnPAgM5YGwhPJAWOJKHpzB1czoNXrMajcLfd7og16v9HLYXm55kNU6lAAQrYp2+lmcCqUCA6cMxP4f9kNTrBG4Z+U35v/53z8xaOogcBwHBRSIUkU53pFwGynnwaAzIHVBKvpN7gf/IH/KgxegPBCWUB4IS1zJgzO4mpnDPx+GQqXAY+Mec/zeMsyD7EYoAWBr8VZk6jLB3FkAyktw4NDcrzn6h/YXuys+D+WBsITyQFhCeSAsoTwIh+xGKAGgbWBbSYcBABgYauVWvnQIwR9yyYPutA4y/P4mO+SSh+s7r0Ovl89TMOSKXPKQ8VMGCgsLxe6KzyOXPMQH2k74lTqyFMpIZSTCFK4vIOs1jEDehTwkPJKA5557DufPnxe7Rz6N5PPAgIKsAgzpNgS9evXCrl27SCwFRA55KL5ejBeHvYgWLVpg2bJlJJYCIoc8aHI0mDNpDpo0aYJZs2aRWAqI5PMAoJ6iHiKVkWJ3w2VkKZQcxyEhKEHsblSOAhjdZjS+/fZb7N27F61atSKxFBDJ54EDno9/Hps3b4ZarUafPn1ILAVEDnl4psUzOHbsGOLj4zFu3DgSSwGRQx6ejnkaly9fxpgxYzB//nwSSwGRfB4AdAvqJqvlgkzIUigBoJl/M8T6xYJz5mGYXsR070PzkOaYOHEiLl26RGLpBaSehxj/GDz++ONIS0sjsfQCUs9DM/9maNeuHdatW0di6QXkkIcGDRrgiy++ILH0AnLIgxyRrVACQGJwIgK4ALG7YUUAF4BewQ+WAwgICCCx9BJyyAPHcSSWXkIOeQBAYukl5JIHEkvvIJc8yAlZC2WQIghJwUlid8OKpOAkBClsH5VEYik8csoDiaXwyCkPAIml0MgtDySWwiK3PMgBWQslAMT4x6BbYDexuwEASAhMQIx/TJVtSCyFRW55ILEUFrnlASCxFBI55oHEUjjkmAcpI3uhBIBOgZ3QMbCjqH3oGNjRpT6QWAqHHPNAYikccswDQGIpFHLNA4mlMMg1D1LEJ4SS4zgkBCYgIVCcmVsJQQl4LOgxt2ZlkVjyj5zzQGLJP3LOA0BiyTdyzwOJJb/IPQ9SQpZPyqmKLG0WdpTugIZpBF28lAOHAC4AScFJvA5TazQa/Pjjj5g3bx6ys7PxzDPPYPr06WjRogVvx6hOyD0PjDFs2bIFM2bMQEZGBnr06IEZM2agd+/ePnEC8jZyzwMAHD9+HLNmzcLvv/+OmJgYTJs2DaNGjYJKpeL1ONUBX8jDrVu38H//939YvHgxAgMD8eabb+KNN95ArVr0YA1X8YU8iInPCSUAqI1qpJamIlOXKdgxmvs1R2JwIgIVgYK8P4klf/hCHkgs+cMX8gCQWPKFr+SBxJIffCUPYuCTQmkiS5uFQ+pDyDfmgwPn0TcO0/5hijAkBCV4bZ0oEkv+8IU8kFjyhy/kASCx5AtfyQOJJT/4Sh68iU8LJVB+Ac4x5OBk2Ulk6jJhhBEKKGCE0eG+pnYKKBDrF4u2gW0RoYwQ5cJNYskPvpIHEkt+8JU8ACSWfOBLeSCx9BxfyoM38HmhtERtVOOG/gZy9bnINeQiV58LHXQ27fzghwhVBCKUEYhQRSBKFSWZtaFILPnDF/JAYskfvpAHgMSSL3wlDySW/OAreRCSaiWUFWGMQc3U0DM9DDBACSVUnApBXJDkL8Yklvwj5zyQWPKPnPMAkFjyjdzzQGLJL3LPgyAwQtaUlZWxBQsWsKioKMZxHHv22WfZuXPnxO4WIRJGo5Ft3ryZdezYkQFgPXr0YDt37mRGo1HsrhEicezYMTZ8+HAGgMXExLClS5cynU4ndrcIkbh58yZ74403WGBgIKtduzabOXMmu3fvntjdInwAn1iHsjpD61gSltA6lkRFaB1LwhJax5IQChJKH4HEkrCExJKoCIklYQmJJcE3JJQ+BoklYQmJJVEREkvCEhJLgi9IKH0UEkvCEhJLoiIkloQlJJaEp5BQ+jgkloQlJJZERUgsCUtILAl3IaGsJpBYEpaQWBIVIbEkLCGxJFyFhLKaQWJJWFKZWPbs2RM7d+4ksayGkFgSlpBYEs5CQllNsSeWcXFxGDVqFIllNaSiWJaVlSEpKYlGLKsxJJaEJZWJ5ezZs0ksCQAklNUeS7H85ptvsGfPHhLLagyVwomKmMTy+PHjaNu2LYllNaeiWM6dO5fEkgBAQkn8DxJLwhISS6Iibdu2xW+//UYjlgQAEkvCFhJKwgoSS8ISEkuiIlQKJyxp2LAhiSUBgISSqAQSS8ISEkuiIiSWhCUklgQJJVElJJaEJSSWREVILAlLSCyrLySUhFOQWBKWkFgSFSGxJCwhsax+kFASLkFiSVhCYklUhMSSsITEsvpAQkm4BYklYQmJJVEREkvCEhJL34eEkvAIEkvCEhJLoiIkloQlJJa+CwklwQskloQlJJZERUgsCUtILH0PjlXjMztjDGqmhp7pYYABSiih4lQI4oLAcZzY3ZM1Go0GP/74I+bNm4ebN2/imWeewbRp09CiRQuxu1YplAfhYIxhy5YtmDFjBjIyMtCjRw/MmDEDvXv3luxnS3kQluPHj2PWrFn4/fffERMTg2nTpmHUqFFQqVRid80ulAdhuXnzJj7++GMsWrQIQUFBeOutt/D666+jVq1aYnfNLpQHW6qVUKqNalzXX0eePg85hhzk6fOgg86mnR/8EK4KR6QyEuGqcESrohGkCBKhx/JHymJJefA+UhZLyoM4VBTL6dOn47nnnhNdLCkP4iBVsaQ8OMbnhZIxhhxDDk6UncBF3UUYYYQCChhhdLivqZ0CCsT6xSI+MB6RykjRL3xyRCpiSXmQBowx/PHHH5gxYwaOHDkimlhSHqSDFMSS8iAdpCCWlAfX8GmhzNJm4ZD6EPKN+eDAgcH9X9W0f5giDAlBCWjm34zHnlYfxBRLyoP0EFMsKQ/SRCyxpDxIE7HEkvLgOj4plGqjGqmlqcjUZQp2jFi/WCQGJ1aboWy+8aZYUh6kjzfFkvIgD7wllpQHeeAtsaQ8uI/PCWWWNgs7SndAwzQefaNwBAcOAVwAkoKTEOMfI9hxfB2hxZLyIC+EFkvKg/wQUiwpD/JDSLGkPHiGzywbxBhDmjoNm0s2o4yVCRoGAGBgKGNl2FyyGenqdFoGxU1cXW7o4sWLTi1DRHmQJxzHYfDgwUhPT8emTZtQWlpa5XJD9+7dw759+xy+L+VBvlRcbmjs2LFo0aIFli9fbrPckF6vR0pKCgwGQ5XvSXmQL64uN7R3716HyxBRHvjBJ4SSMYaDZQdxqOyQKMc/WHYQB8sO+kwoxMAZsdTpdEhKSkLXrl1x7dq1St+L8iB/nBXLiRMnomfPnkhJSan0vSgPvoEzYrlkyRIMGDAAs2bNqvR9KA++gTNieezYMfTq1QtPPvkkjEb7E2koD/zhEyXvNHWaaGGwJCEwAZ2COondDZ/AXim8VatWmDp1KpRKJR599FHs378ffn5+NvtSHnwPe6Xw8ePHY/z48WCMoXbt2jh9+jQaNWpksy/lwTepWAqfMmUKpk2bhtzcXHAch+3bt6NPnz42+1EefBN7pfBDhw4hJSUFRqMRc+bMwdSpU232ozzwh+yFMkubhc0lm8XuhpnBIYN96p4IsTGJ5dy5c5GdnW3eznEcJk+ejE8++cSqPeXBt6koliZUKhU6d+6MPXv2WN1bR3nwfSzF0oRCoUCdOnVw+vRpREZGmrdTHnwfk1guWLAAOt2DdSI5jsPu3bvRq1cv8zbKA7/IWijVRjVWFK1AGSsTuytmArlAjK452udmb4nNkiVL8PLLL9ts37RpEwYPHgyA8lCdOHfuHFq1amWz/b333sO8efMAUB6qExqNBo0aNUJ+fr55m0KhwGOPPYbdu3dDqVRSHqoZ/fv3x/bt282lZI7jEBYWhjNnziA8PJzyIACyvocytTQVGqYRuxtWaJgGe0r3iN0Nn0Kv12Pu3Ll2X3vyySdx5swZAJSH6kRl98jNnz8fS5YsAUB5qE788MMPVjIJAEajEfv27cPo0aMBUB6qE8ePH8e2bdus7ktkjOHOnTt47LHHAFAehEC2QpmlzUKmLlPw2ViuwsBwQXcBl7WXxe6Kz1BaWgrGGIKDg63+8/f3h8FgQGpqKuWhmlFQUGCTh4CAACgUCiQnJ1Meqhn5+fk2eQgMDIRSqcSBAwcoD9WM3Nxc1KhRwyoPQUFBUKlUuHbtGs7eP0t5EABZlrwZY/ip6CfkG/MdNxaJMEUYnqv5nE8/ZkkqUB4ISygPhCWUB8ISyoNwyHKEMseQI+kwAEC+MR85hhyxu1EtoDwQllAeCEsoD4QllAfhkJ1QzpgxAw39GqIkv8RhW02xBtNipyFjbYYXegYsf2E5lo1bBqB8JfyTZSe9ctzqjJTzsGnmJvwn6T8AKA/egvJAVOTfH/wbk+pOQnF+scO2YmWC8uA9TpSdAIfKR/6SP0oWJC8ld0vwTtQ7OLv9rMO2cs2D7IRSx8qXAXDm3oc9i/cgIDQAHZ7sYN52dvtZJH+U7PbxL/95GZPqTrIbuD5v9MGJTSeQfTobDAyZukyojWq3j0U4xtt50Kq1WPXaKnyU8BGmNJ6Cd6Lfwcc9PsaeRXtg0Fk/naPXK71w88xNnE4+TXnwEt7OQ8GNAmz9v634T9J/8F7T9zD14an4esjXuJB6waYt5cH7qI1q5BucH43i65qx/8f9WDp2KWa0mYFJdSfhp1d/stvOlIlTyacoD15AbVTjou4ib/dOupKXkLoh6DqqK7bM2+LwfeV6fpCdUBYZi5xqZ9AZsHfxXnR9visUyge/5tntZ5HyceVP1agKo9GI3979Df4h/nZfj4qPQnS7aOz+dnd5exhxQ3/DrWMRzuHtPOjKdMg5n4NWfVth8AeD8cSsJ9CwdUOsn7oeP/3T+qJRM6ImWg9sjV3f7AJAefAG3s7D6eTT2PnVTtRrWg+Dpg5Cv7f7QVOswcInF+LwT4et2lIevM91/XWn5YHPa8bOL3fi4r6LiGwRCYWq8susZSYoD8JzXX8dRth/Yo6ruJOXhHEJuHHiBjL3Zjp8fznmQXZCWWJ0XMoCgDMpZ1B8pxjth7Xn7diHlh/Cvex76Dqqa6Vt2g9rj5ObT0JTrIECCuTqc3k7PmGLt/MQUicEb25/E0NnDkX3F7rjsXGPYdTCUeg+oTuO/nYURbnWQtN+WHtc+fMK7ly9Q3nwAt7Ow8PdH8aHJz/E6O9Go8eEHuj1Si9M2joJ4Y+EI3m+7SgF5cG75OnzqixvWsLnNeO1za9h7qW5eGXtK1AFqKpsa8rE3at3KQ8Ck6fPg4In7XEnL5HNI9GgZQOkrUpz2FaO54eqky5Bio3lZeaS/BL8+vavOLfzHJR+SnQc0RFDZgyBX2D5o/hObTmFug/VRb2m9cz7/vTqT0hflQ4AmFR3knn7F3e/cHjckoISbJm7BQPfG4j7t+9X2q557+bY8MEGXEi9gPjB8cg1yCsQckOsPFSkbnRdAIC6UI2aETXN22MTYwEAp7ecRuI/EykPAuPtPDRo2cBmmypAhVZ9WyF1QSrK7pchsEag+TXKg3fJMeSYRyi9eY4wnQ+cwZSJk1tOIv7heKf3I1wnx5Dj9AilUHmJTYxF2s9pYIxVOYvbCKPszg+yEkrGmHkEYtn4Zaj7UF0M/mAw/sr4C3uX7EVpYSlGLRwFALiSdgVR8VFW+yeMSUDRrSJcSL2AUYtGuXTs5HnJqBFeAwljE5DySeXlj4jmEfAL8sOVw1cQPzgeefo8h8Eh3EPMPOi1epTdL4NOrcP149ex+9vdqBNdB/Wa1bNqF1QzCGFNw3Dl8BUk/jOR8iAgYuahIvfz7sM/2B/+wda3x1AevAdjDHn6PPPPYmeiMiwzQXkQjop5cIRQeYluF409C/cg51wOGrSy/UJqidzyICuhVDM1DCif+BDWOAwTfpoAAOgxoQcCawRi/w/78bd//Q0RzSOQfyUfbQa2sdq/aeemqP9wfVxIvYCOIzs6fdybZ27i4LKDeOmXl6zulbCHUqVE7Ua1kXOhfMq/FlqomRrBXLArvyrhBGLlAQBObjqJFS+uMP8c3T4az3z9DJQqpU3bsMZhlAcvIGYeLLl9+TZObj6Jtk+0tXu+oDx4BzVTQ4cHz3IWMxOOMGWC8iAcFfPgCKHyEtY4DACQc8GxUMotD7K6h1LP9Ob/3/2F7lav9XixB4DyG2JLC8qfrBJUm5/nYf425Te0TGqJFn9r4VT74FrBKLn74F4uy34T/CFWHgDgkR6PYOK6iRi7dCwSxiVAqVJCW6K12za4NuXBG4iZBxPaUi2WjVsGv0A/DPlgiN02lAfvUPFzFSsTzmCZCcqDMLj6uQqVl+Da5XJoeQ6oCjnlQVYjlKbRBwCoH1Pf6rV6TeuBU3C4e+3ug40urAxQfKcYRsODeysCQgIQEBqAo+uO4mraVbx74F2n36viw4cs+03whxh5MFEjvAaahzcHALR7oh22/2c7Fj61EFPTp1rdQwn8Lw8WFQvKgzCImQcAMBqMWD5hOXIu5ODlNS+jVoNadt+L8uAdKn6uYmTCWSwzQXkQBlc/V77zYt7F5AdOVrHllAdZCaUStuVEMxZ/nOA6weA4DqX3Sp1+78/6fIaC6wXmn/u/0x8DpwzExg83ot0T7aD0VyL/Wvl6ZurC8rWh7mXfg0FrsLlwqAvVqN/sQRir7DfhNmLkoTLaDm2LP+b8gVPJp/DY2MesXlPfUyO0bqhz/SbcRuw8rH5jNc6mnMWoJaMQ2zO20veiPHgHh5+rl88RVWGZCcqDMHj8uXqYFxPqe+X+YHkOqAo55UFWQqniHnT3dtZt870IAHDn8h0wI0Pdh+pCqVIirGmY9TeJ/1HZza3PL34eujKL+22alL/3vex7OPLrERz59YjNPp8mfoqGrRvinb3vmLcZ9Abcy76H1gNa2+03wR9i5KEyTG3LispsXsu/lo9GcY3s9pvgDzHzsOGDDUj7OQ3D5w3Ho089WmU/KQ/eoeLnKvY5oiosM0F54B/GGPJu5QEhzu/Dd15MmAamImIjnOqHnPIgn54CCOKCzLa+/4f9Vvc07vtuHwCgZVJLAECTTk1waf8lm/cwzbosLSxFcK0HN7o269rM7jHHrxxvs+3YumM49vsxPLfwOdRuWNvqtdwLudCV6dCkc5Py48EfQZw49+X4OmLkoTi/GCF1Q2xOGn+u/BNA+Qw+S9RFauRfycdj48pHLSkPwiFGHgBg11e7sPub3ej7Vl/0eqVXlX2kPHiPIC4IfvAz/+zNTLiCZSYoD57BGEN2djbOnDmDM2fO4OzZs+b/LSoqwkd/fWS1jFdV8J0XE9ePX0dgzUBEtox02Ae55UFWQslxHEIU5V8x8v/Kx3fPfoeWfVriavpVZKzJwKNPP4pGrcu/5bUZ2AYZv2Qg71Iewh8ON79HdNvyC/66KevQ4m8toFAo0OGpDrYH+x/xj9uuC5Z9KhtAebBCw6yHrS/svgD/YH80T2wOxhgC1YEw1DBApZLVRy0LxMhDxpoMHFx2EG0GtUFY4zBoijU4v+s8LqReQNyAOJtSZ2ZqJhhjaDOofDZguCpcNktAyA0x8nBy80lsnLER9WPqIyI2AhlrrJ/p2zyxOWqE1zD/THnwHhzHIVz14G/rrUwAwOmtp3Hz9E0A5U9UuXXmFrZ9ug0A0HpgazSMa2hua5kJyoNzOBJHAAgKCkKrVq3QqlUrDB06FAEBAdDf1QOhcOr+RaHykpmaidYDWjv1d5ZbHmRnOaGKcoEb88MYJM9PxqaZm6BUKdHjxR4YOnOouV3cgDiEhIXg+Prj6Pd2P/P2+CHx6PFSDxxbdwxH1hwBY8zhycEVjm84jvjB8QisEQiDzoB1S9bhjc/fQI8ePZCYmIjExES0b9+eBJMnvJ2HZl2b4WraVRz97Sju374PhUqB8IfDMWzOMPR4qYdN++MbjqNZ12ao17QeFFAgQulcmYNwD2/nIft0+ZfL21m38d9X/mvz+qsbX7USSsqDd4lURpqflOPNa8aJTSfMC1wDwI2TN3DjZPlj9Go1rGUllKZMhDcNpzxUwFVxHDZsGOLi4hAbG4uCggLs3bsXqampmD9/Pu7fv4/hc4aj58s9wSkdS5oQecnNzMWtc7cwfN5wh8eX4/mBYxWnJEucTG0mkktsH2lmj5RPUpD2cxqmZkx1uH4kH9w4dQOfJX6GyamTEdWmfMHTmBsxOLnpJFJTU3HgwAGUlpaiRo0aJJg8IeU8FOUWYXb72Rj9/WjziNSgkEF4xP8RwY9dXaE8EJa4kgdA/ExU1zy4Ko5xcXGIi4tDq1at0KRJExiNRhw7dgypqalITU3Fvn37cP/+fQQHB6N79+7ma22ttrWwXbOdt367mpd1763D5UOXMXn3ZKdGHuWWB9lZTLQqGgoonHp8UuLEROz7bh+OrjuKjiOEW5TWxM4vdqLt0LZmmVRAgT5xfTC4zWC8//770Gq1yMjIMId+xowZJJgeIuU87Fm0Bw1aNTDLgwIKRKmiHOxFeALlgbDElTwA4maiOuTB3RFHkzgqFOXSptfrcezYMfz22292BfK9995DYmIiHn30Ufj7P3haldqohkLjfB4c4UpeSu6W4M///omxP451SiblmAfZjVACwNbircjUZZqf0SpFOHBo7tcc/UP7V9qmomDSCKZ7+EoeCH6gPBCWUB68j6cjjiZxNGESSEcjkBUF0h6UB+GQpVDe0t/CmvtrxO6GQ0bWGIkGqqofrWQJCaZ7+GoeCPegPBCWUB6Eg29xNMGnQFpy584dfLXqK4SNcn+JJ28hxzzIUigZY/ip6CfkG/PF7kql1FPUw7M1n/VohhYJpnNUlzwQzkF5ICyhPHiOUOJoQiiBNHHnzh189tln+PrrrwEAM47MgF+4n4O9xEPqeagMWQolAFzWXsamkk1id6NShoQMQTN/ftYpM0GCWTnVMQ9E5VAeCEsoD84htDiaEFogTVQUyddeew2TJ09GUc0iyoMAyFYoASC5OBkXdRcldS8EBw6xfrEYEDpA8GORYFpT3fNAWEN5ICyhPDzAWXFs2bKllTTGxcW5JI4mvCWQJioTyXr16pnbUB74R9ZCqTaqsaJoBcqY7ePuxCKQC8TomqMRpPD+6vbVXTApD4QllAfCkuqYB2+LowlvC6QJZ0TSRHXMg9DIWigBIEubhc0lm8XuhpnBIYMR4x8jdjcAVE/BpDwQllAeCEt8NQ9iiaMJsQTShCsiaYmv5kEsZC+UAJCmTsOhskNidwMJgQnoFNRJ7G5USnURTMoDYSI3Nxfbc7Yj/yHxJ2R08euCrqFdxe5GtaasrAyrTq1C0cNFYncFrXWt0Se8j0v7iC2OJsQWSBPuiqQJo9GIn0/9LInzgy9cL3xCKBljOFh2EBllGY4bC8Sur3bhlS6vYOCAgaL1wVV8VTClkIft/9mOrgFdMW3aNNH6UF25e/cuNmzYgJ9//hk7d+4EYwz7ivfhiPaIaH3a9dUu4Ciwdu1aQS+whC1lZWXYtm0b1qxZgzVr1kCn0+GHoz/gfpP7ovXpz+//xNHvj2L37t1o2LChzetSEUcTUhFIE56IpNFoxJ9//om1a9di+fLlKCgowL9//jcaDWgkdLcrpWNgRyQEJshuVndFfEIogfJ/gBllGThYdtDrx+7i1wXznp2Hbdu2Yf369RgwQJ431PqSYIqZh4SgBGz9ZCs++OADzJ49m6TSCzDG8PPPP2P58uXYtWsXDAaD+bX4+HgcP35c1Dzkp+Zj2LBh6N+/P0mll9i3bx8WL16M9evXo6SkBAqFAkajEX5+figqKsIpdkq0PNTNrovExEQEBwfjp59+Qn5+viTE0YTUBNKEJyKZlZWFb775BqtXr0ZOTg6USqX5PHHw0EGo2qpEy0OnQHmPTJrwGaE0kaXNwo7SHdAwjaCztzhwCOACkBSchBj/GGi1Wjz99NOyl0pLfEEwxcoDAMyePZuk0kvk5uaiQYMGsHc6W7RoEV5++WUA4uZh69atJJVe5OGHH0ZWVpbVNoVCgWeffRYrV64E4N08+DE/1L9YH9cOXMPZs2dx5MgRnDhxwpxZMcTRhFQF0oSnpW0AGDduHJYtW2azPTo6Gn/99Rc4jhP1/OAL+JxQAuWzt1JLU5GpyxTsGM39miMxOBGBikDzNl+USkvkKphi5QEgqfQmy5Ytw/jx462kkuM45OTkIDw83LxNzDyQVHqPjIwM/O1vf0NxcbFVJjZu3IghQ4aYfxYyD8zIwCk4nFh/Ar+89QtK75VaiWNkZCSWLl2KGjVqYO/evYiK8s6zm6UukCb4EEkTt2/fRs+ePZGZmQmjsfxZ3kqlEm+//TY++ugjczsxzw9yxyeF0kSWNguH1IeQb8wHB86jbxym/cMUYUgISqh00VFfl0pL5CaYYuQBIKn0FlqtFl26dMHx48cBlI9G9ezZE7t377bbXqw8kFR6j4kTJ2LRokXgOA6MMYSEhCA/Px8BAQE2bfnMg0FngNJPiYLLBcjfmY8oFlXpiGNWVpa5/F3ZPZWeIheBNMGnSFqyevVqPPvsswBg/pKRkZGBRx991KatWOcHOePTQgmUhybHkIOTZSeRqcuEEUYooIARRof7mtopoECsXyzaBrZFhDLC4Y2z1UkqLZGDYIqRB4CkUmi0Wi1GjBiBlJQUvPrqq/j888/BGLMqd9tDrDyQVArPnDlzMH36dLzyyiv46aefcP/+fYwaNcpc7raHvTxw7H8yUcWflTEGZmRQKBWAEYjSRaFb3W5o4NfAqTzwLZVyE0gTQokk8ODfXGJiIq5evYoLFy5YlbvtIdb5Qa74vFBaojaqcUN/A7n6XOQacpGrz4UOOpt2fvBDhCoCEcoIRKgiEKWKcnmh0eoqlZZIXTC9mQeApFIoLGXS9G9t+fLl+Oijj7B3717Ur1/fqffxdh5IKoXDJJOmf2sZGRn4xz/+gWXLlqF79+427e3Nqr54/SJ0dXWo17weHurwEKLbRyMw1LZEyVcePJFKuQqkCSFFErD9t1ZYWIihQ4di5MiRePPNN516D2+fH2QJq8YYjUZWYihhhfpCdld/lxXqC1mJoYQZjUZe3l+j0bAhQ4awgIAAlpyczMt7yhmNRsMOHDjA5s6dy/r27cuCg4MZAFajRg02aNAg9vHHH7O0tDSm0+lE6Z/QeWCMsVmzZjEAbPbs2by9Z3VGo9GwoUOHCvJvzBt5SE5OZgEBAWzo0KFMo9Hw9r7VmdmzZ1f6b8xoNLLr16+zrVu3ss8++4y98MILrGvXrqxmzZoMAAPAgoKCWIcOHdjzzz/PPvroI7Zx40aWlZXF9Hq94Hm4dOkSi4qKYrGxsSw7O7vSdjqdjqWlpbGPP/6YDRo0iNWoUYMBYMHBwaxfv35s3rx57ODBg5LP1O3bt9mUKVNYSEgICwkJYVOmTGG3b9/m9RhC/RsznR92Ht7J6sfUZ0cvHOU9D3KjWgulNyCprBypC6ZQkFTyg5Ay6U1IKvnDJJOzZs1yWxwNBoOov4M9qfQVgTThDZFkzDv/tvbv388AsHPnzgny/nKChNILkFQ6R3USTJJKz/AVmTRBUukeliOOAwYMYABYVFSULMSxKs6fP8/Cw8NZvXr12N/+9jfZC6QJb4kkY977N0VC+QASSi9BUuk6vi6YJJXu4WsyaYKksnKcKVUDYA0aNJCVOJqobASS4zgWHBzMpkyZIkuBNOFNkWTMu/+WSCgfQELpRUgqPcMXBZOk0jV8VSZNVHepdPUex/nz57PnnnvOXOaWC86WsM+ePevUPZVSxdsiyZj3/w2RUD6AhNLLkFTyh68IJkmlc/i6TJqoDlLpjjjaG3GsagKOlPDkHkhnJ+pICTFEkjFx/u2QUD6AhFIESCqFQc6CSVJZNdVFJk34ilTyJY72kLJM8j2JRi5SKZZIMibevxkSygeQUIoESaXwyE0wSSrtU91k0oScpFJIcbSH1GTSG7OwpSyVYookY+L+WyGhfAAJpYiQVHoXOQgmSaU11VUmTUhNKr0tjvaQgkyKtYyP1KRSbJFkTPx/IySUDyChFBmSSvGQqmCSVJZT3WXShBgXTCmIoz3EkkkprQMpBamUgkgyJr5MMkZCaQkJpQQgqZQGUhLM6i6VJJPWCPm0DymKoz28KZOOBHLu3LmiLuMjllRaimRoaCh77733RBFJxqQhk4yRUFpCQikRSCqlh9iCWV2lkmTSPp5cQOUkjvYQWiadHYHUarWCHN8dvCmVUhJJxqQjk4yRUFpCQikhSCqljRiCWd2kkmSyahxdSOUujvYQQiblKJD2EFoqpSaSjElLJhkjobSEhFJikFTKB28JZnWRSpJJ5zBdUPv27cs2bdrkM+JoD75k0lcE0h5CSKUURZIxaclkv379WIMGDVhYWBgDwOrXr88aNGjA/v73v4vaLzEhoZQgJJXyREjB9HWpJJm0T2UjjqZsAWCBgYGyF0d7eCKTviyQ9uBLKqUqkoxJSyYZY6x79+5Wj/00/Tds2DCxuyYaJJQShaRS/vAtmL4qlSST7pWqP/zwQ+bv78+GDBkiiQssn7gqk9VNIO3hiVRKWSQZk55MMsbYrl277Arl8ePHxe6aaJBQShiSSt+CD8H0NamsbjJpNBrZtWvXzOI4fvx4j0rVUrzQeoozMkkCaR9XpVLqIsmYdDNuNBrZY489xhQKBQPAlEpltR6dZIyEUvKQVPou7gqmr0ilL8sk3+JYFVK94LpDZTJJAuk8zkilHESSMelnu+Io5YkTJ8TukqiQUMoAksrqgSuCKXep9BWZ9KY4VoXUL7zOYCmTJJCeUZlUykUkGZNHpo1GI2vTpg0DwJKSksTujuiQUMoEksrqhyPB7NevHwPAZsyYIXZXXUKOMikVcawKOVyAK2PmzJkMAOvfvz8JJE9YSuWpU6dkI5KMySvLq1evZhzHsdTUVLG7IjocY4yhmsIYg5qpoWd6GGCAEkqoOBWCuCBwHCd292zQarV4+umnsW3bNqxfvx4DBgwQu0s+hdTzoNVqkZGRgdTUVKSmpuLAgQMoLS0FAMTGxmLChAlITExE+/btoVKpRO6tfbRaLUaMGIGUlBRJZpgxhhs3buDs2bM4c+YMzv91HpevXsblvy6j8G4htGotDCUGtGzZEnFxcYiLi0OrVq0QFxeHJk2aQKFQiNr/rVu3YtiwYejfvz/Wrl0Lf39/UftTGXq9HseOHUNqaiq+//57ZGZmAgCCg4PRvXt3JCYmIjExER07doSfn5/IvS1H6ucHe6Snp6NPnz4oLi5GUFAQ3njjDbz11luoV6+e2F2rFLlk2DIPOqMOfgo/yedBaKqVUKqNalzXX0eePg85hhzk6fOgg86mnR/8EK4KR6QyEuGqcESrohGkCBKhx7aQVPKH3PNgEswPPvgAO3fuhJ+fH3Q6HWrUqIEePXqYL8pSEUwpyWRFcTxz5gwu3bgEXZgO9WLr4aEOD+Gh9g8hIDTAZl+p5sGEFC/IlgKZmpqKffv24f79++bMJiUlYdasWZISSDmfH+7cuYPPPvsMX3/9NRhjUCqVCA8Px969e9GwYUNR+1YVUsyuCTnnwVv4vFAyxpBjyMGJshO4qLsII4xQQAEjjA73NbVTQIFYv1jEB8YjUhkp+rcPkkr38cU8AMDs2bPxwQcf4MUXX0STJk2sRjClIJhiyaQ9cTx79izOnj2LoqIiAEDz7s3R7/V+aNa7GTglBxgBcP/7rwqknAexL8yVCaTlCOSVK1fw3XffYfbs2Zg2bZpX+1cZcj8/WIokx3F47bXX8NZbb6GwsBCJiYkIDg7G7t27JSmVYmfWHnLPg7fxaaHM0mbhkPoQ8o354MCBwf1f1bR/mCIMCUEJaObfjMeeug5Jpev4ch6AB1JpukBXViL3tmB6QyadEcegoCCrUnXj7o1RGluK+6r7PpkHb16gnRFIyxL2nDlzMH36dEnJpJzPD5WJpGVpOysrS7JSKUWZlHMexMInhVJtVCO1NBWZukzBjhHrF4vE4ERRh7JJKp2juuQBsJVKS8QQTL5l0h1xrHiPY3XKg1AXalcF0hKpyaSc8+CMSFoiRamUmkzKOQ9i43NCmaXNwo7SHdAwjUffKBzBgUMAF4Ck4CTE+McIdhxHkFRWTXXLA1C1VFoitGB6IpN8iKM9qmMe+LhgeyKQlkhNJuWaB1dF0hIpSaXUZFKueZAKPiOUjDGkl6XjUNkhrx87ITABHQM7inZvBEmlLdU5D4DzUmkJn4LprEwKJY72jlOd8+DqhZsvgbRESjIp9Tzcvn0bHMfZCKInImmJFKRSSjIp9TzIBZ8QSsYYDpYdREZZhmh96BjYEQmBCSSVEoDyUI47UmmJu4JpTya9JY72oDyUU9UFXAiBtERqMinlPOTn56N169YICwvDyZMnoVAoeBNJS8SUSqnJpJTzICd8QijT1GmifLOoSEJgAjoFdRLt+CSV5VAeHuCpVFrijGAmJCRgxowZ2LNnD8aOHQuDweA1cawMysMDTBfyfv36YcqUKThw4IAgAmmJlGQSkHYejEYjBg8ejJSUFBiNRixbtgznz5/nVSQtEUMqpSSTgLTzIDdkL5RZ2ixsLtksdjfMDA4ZTPdUigjlwRY+pdIEYwyXL1/Gxo0bsX37dpw4cQK3bt2C5elEpVIhJiYGHTt2RJs2bURZAJzyUI7lCOTatWuRnp4OoFzuLUeb+V4HUmoyKfU8fPLJJ3jnnXcAwDxaFRwcjNdff12wBcm9KZVSk0mp50FuiL/asQeojWrsKN0hdjes2FG6Aw1VDUWbveXv749ff/0VTz/9NIYNG1atpJLyYJ/p06db/a8rF3ZnS9XNmzcHx3HIyclBr169oNVqcfToUVy4cAE3b95EQUEBFAoFIiMj8dBDD3lFKKtzHhyVsMeOHYuff/4Zffr0wW+//SbIhV1qMin1PBw8eBBTpkwxv2b6cvbtt99izJgxgvUhJiYGqampSExMRO/evQWTSqnJpNTzIEdkPUKZXJyMi7qLgs7GchUOHGL9YjEgVFyJq44jlZSHqqlqpNIkjiZhtJTH+/fvA6i8VN2wYUP8/e9/t5mAI/Y6mNUpD+7cAynkBV5qMglIOw+t77VGixYtUFJSYv06x6FVq1bmeymFRMiRSqnJJCDtPEjheuEOshVKqQ1VV2RIyBDRFy+tTlJJeXCOWbNm4cMPP8To0aPRtm1bl8TRXqnalaWBvCmYcs1DQUEBVq5ciZdffhkBAbaPfTTB1yQaIS70UpRJqedBk6zBu8+9a/e14OBgZGdno3bt2oL3QwiplKJMSj0PUrleuIoshZIxhp+KfkK+MV/srlRKmCIMz9V8TvRZW9VBKikPtjgz4qhSqRAfH+/25BhPFy0XSjDlmofLly+jf//+uHTpEn799Vc89dRT5teEnIXN5wVfijIplzwM5YbCaLR9pF9AQACCgrxXAuVTKqUok3LJgxT8wVVkKZS39Lew5v4asbvhkJE1RqKBqoHY3fB5qZR7Hv766y/4+/ujQQPXs+JuqXrXrl344osvPFpSiO/HKfIlmHLMw6FDh/D444/j/v37YIzh5ZdfxtixYwVbxqcifFz4pSiTgDzzIDZ8SKUUZRKgPAiJLIVya/FWZOoyHd77cOz3Y1g7eS0+PPkhAkIrLx/xQcndEsyMn4mxS8eiVd9W4MChuV9z9A/tL+hxncWXpVKKeTDoDJjdfjaS3kxC9xe6280DYwwLFy7EpEmT0K9fP2zeXHkJxpN7HCsbcXR39rc3ns1tOo47gim3PKxZswajRo2CwWAwj1BxHAfGmGACaQ9PBECqMgk4nwdAvEz0eKGHpK4XgGdSKVWZBFzLgyNcycuBpQew/T/bMS1jGlQBVVdcpOYPziK7Wd5qo9qpG2mNBiOSP0pGjxd7WP2ht/9nOyKaRyD+8Xi3jr/6jdX4c+WfaNWvFV5a/ZJ5e0jdEHQd1RVb5m1Bq76twMCQqctET2NPSczY8tXZ397OQ9bBLOz6ZheyT2ajOL8YQbWC0Kh1I/R7ux+adX1wz4vST4nEfyZi+3+2o8tzXeAX6GeVh/z8fIwbNw6bNm0CABw9ehSA6+I4fPhwt5fjcWf2t7dkEijPbEJCAhISEvD+++/bCOaMGTNsBPOxvz2Gi828l4fMPZnIWJuBK4ev4N7Ne6gZXhOP9HgEA98fiFqRtcztKsvDutfXYcnXS2zelzGGP/74A3379hVMICsyYMAArF+/HsOGDcOIESOcFgEpy6Sz5weAv0wU5hRi7+K9+OvIX7h+/Do0xRq8uvFVPNL9Eat2FTORCelcLwD3Z39LWSZdyYMjXM1L52c6Y+v/bcWBZQfQ6+VeVb631PzBWbyzGByPXNdfhxG295lU5PTW07h96Ta6jelmtX3759txasspt4597dg1pK1Kg1+g/RN8wrgE3DhxA5l7yx8qb4QRN/Q33DqWEJiksl+/fhg2bBi2bt0qdpc8xtt5yLuUB07BIWFcAp7++Gn0frU3ivKK8PXgr3Fuxzmrtp2f64zi/GIc+fUIgAd52LNnD+Li4rBlyxZz21u3bqFTp06oVasWHnroIQwcOBDTpk3D8ePHERsbi6lTp2Ljxo3IyspCcXExjhw5ghUrVuDdd9/FkCFD0KxZM7dmgU6fPh2zZs3C9OnTMWfOnCrbelMm7WESzPfffx/btm1DQUEBDhw4gClTpkCn02HGjBl4dc6rXs3DppmbkHUgC20eb4Mn5z+J9k+2x7H1x/Bp4qcoyi2yamsvD9f1182vK5VKq3um1Gq112TShEkqU1JSMGLECGi12irbS1kmAefPDwC/54idX+5E4a1CNGhZdcnSMhNSu14AD6SytLQUvXv3xs2bN6tsL2WZBFzLgyNczYtfoB86/aMTUhekwpnCsBTz4AjZjVDm6fOggMJhKNJ+TkPTLk1Ru2FtXo7LGMO6KevQ6e+dzMJYkcjmkWjQsgHSVqUhtmcsFFAgV5+LR/wfsdteDHxtpNLbeeg2uhu6jbY+gXR/oTtmd5iNPYv2oGVSS/P24FrBaNG7BdJWpaHrqK5QQIEVf6zAnCfti1u9evXw9NNPe30BcGdGKsWWSXvYG8H8/a/fcctwC5yy6pvZ+crDsDnD0LRrU6u/U8s+LfH14K+x7/t9eHzq4+bt9vLw/qfvY9X8VUhLS8OhQ4dw4MABHDp0CPfv30dmpv3zjNA4O1IpdZkEnD8/APxlIrptNOZmzUVInRAc33Acy8Ytq7StZSYSRiVI7noBOD9SKXWZBFzLgyPcyUv7Ye2x66tduLjvImJ7xlbZVor+4AjZCWWOIQdGGHHv5j0kz0/GuZ3nUHK3BLUia6FFnxZ4cv6TYEaGczvPoe+bfa32nVR3EgAgfVU60leVPymi0zOd8Ny3zzk8bvov6bh17hbGrxiPzH6Vn+hjE2OR9nMaGGMwckbkGnLd/2UFwpekUqw8WOIf7I/QsFCoC9U2r8UmxmL9++tRUlCCkDohCIoOQkBAADQaDRQKhdWszpEjR2LcuHEufgL8UJVUSlEm7eHv7w9lpBKcnvNaHmISbJ9qEZMQg+A6wci9YPtvv2Iecg256F6rO/r27Yu+fcv7YzQacfnyZURHR7v7UXiMI6mUg0wCD84PALyWicAagS710ZSJ+wX3kVtfetcLwLFUykEmAes8OEKIvES3i0ZwnWCc3nLaoVAaIU1/qApZCSVjDHn6PBTeKsTnfT+HulCNbqO7ITw2HIU3C3Fi4wlo1VrknMuBQWtAVNsoq/1HLRqF1W+sxkMdHkLCmAQAQFiTMIfHLbtfhs0zN6PvW31RM6JmlW2j20Vjz8I9yDmXgwatGiBPnwfGmOSm//uCVIqVBwAoKyqDXqdHSX6J+ctG37f62rSLbhsNxhiupl1FXP841Impg5KSEqSnp2PDhg1Yt26deSRKrBEpE/akUi4yCYibB0s0xRpoSjQICQuxea1iHuydHxQKBR5++GGXj8s3lUmlXGTSlAcAomeiKiwzUad/HUleL4DKpVIuMmmZB0cImZeo+ChcSbviVD+k6g+VISuhVDM1dNBh8+zNKMotwpvb38RD7R8yvz7o/UHloblYHpqwh6z/kB1HdsSayWsQ1iQMHUd2dPq4KZ+kwC/QD4kTEx22DWtcfsycC+VCqYUWaqZGMBfs9PG8hdylUqw8AMCy8ctwftd5AIDSX4mEsQno93Y/m3amk0nOhRzE9Y+DFlpoOA26du2Krl27Yv78+bh48SK2bt2K3r17u9QHIbCUStPah3KQSUDcPFiyZ9EeGLQGtB/e3uY1e3mQ6vkBsJXKDh06YMaMGZKXSeBBHgCInomqsMyEtr+081BRKj/44AO88MILkpdJwDoPjhAyL2FNwpCxJsOpfkj9/FARWQmlnulhNBpx6o9TiBsQZ/WHNsFxHEoKyh9fFVTb89lReZfysHfxXoz+brTDqf4AEFy7/A9fcvfBI7T0TO9xP4TCUiqfeOIJrF+/HgMHDhS7W04hRh5MDP5wMHq/2hsF2QVIX50OvVYPo962lGLOQ37leXjkkUfwyCPSuU/GJJMzZ86ESqXCpk2bJC+TgLh5MJF1MAtbP96KdsPa2S1pOZMHqWGSysGDB2Pjxo2YMWOG5GUSePC5ip0JR1TMhNTzYJLKrl274vnnn0ffvn0lL5OA85+r0HkJrh0MnVoHbakW/sGOPzOp58ESWc3yNsCAkjslKLtf5nD2HAA4uzKAXqtHUW6R1X9GQ7kcrHtvHZp0boK2Q9s69V7m2VsWI9QGGJzriEiYpLJ///4YPny4bGZ/i5EHE1FtotC8d3N0HdUVE9dNxLWj1/Dzqz/bHlKGedBqtTh+/DhUKhX0ej0yMpz7Ni02YuYBAHIzc/HD8z+gQcsG+MeX/7B/SBnmAQAyMjJgMBigVCpx9OhRh7O/pYDpcxUzE85QMRNyyMPFixdRVFSEgIAAXLlyBXfu3BG7Sw5x9nMVIi9Wu9g5B1SFHPJgQlYjlEoonWoXUqf83qXSwlLUblTbYfsraVfw7dBvrbZNPz4d+VfzcX7neYxfMR751x48psmoN0JXpkP+tXyE1A5BYM0HN2Gr75VPzAitG+pyv8VEjuVvb+ehYnnDhMpfhdYDW2PnFzuhVWvhH/TgW6fc8mB5z+SmTZuQnp7u0jqVYiJmHgpuFGDhUwsRVDMIL/3yUqUTM+SWB8B6Ak7Hjh1dXqdSLFz5XIU+R1RFxUxIPQ+meyYHDBiAjz76CP369XNpnUqx4PNzdTUvlqjvqeEf7G91nagKqefBElkJpYpTIaReCAJrBOLWuVuVtgt/JBwAcPevu2jYyjrg9m5ubdS6ESaum2i1rWZ4TVzafwkA8OPoH232KbxViNntZmPY3GFW91aaxDMiNsKq33JAblLp7TxUhU6tA2MMmmKN1Yki/6//5aG59PNgbwKO6e8vB6kUKw8ld0uw8KmF0Gv1eHX9q1YLmldETnkA7M/mdmfxczEwfa5SOUdURsVMSDkP9ibguLP4uRg4+7kKkRdL8v/Kt/IDR0g5DxWRT08BBHFBCFAEoM3jbZCxJgPXjl2zuceBMYbodtFQ+itx7dg1tB7Y2up1/2B/m+VdgmsHo3lic5vjxfaMxfiV4222r3lzDepE10Hft/rahOn68esIrBmIyJaR5ceDP4I4+ax0Lyep9HYeAOD+7fuoUb+G1bbSwlKc2HQCtRvVtnnt+onr4DgOTTo1KT+eRPNQ1Wxud56oIwZi5EFTosHikYtReKsQ/9r4L9SPqV9lH+WSB6DypYHcfaKOtwniguAHP+gUOq9mwlUsMyHlPFQ2m9vdJ+p4G3MeHEzMUSgUvOfFkhsnb+DREY861Wcp58EeshJKjuMQrgrH49Mex4XdF/DNkG/QbXQ3RMRGoCi3CMc3HMfrya+bF4vN3JOJQe8PsnqP6LbRyNyTid3f7katyFqo27gumnRsYvd4daLqoE5UHZvtv7//O2rUr2H3UVyZqZloPaC1+VtKuCpcNlP+TchFKr2dBwBYPHIxajesjcaPNkZovVAU3ChA2s9pKMwpxJgfxti0z0zNRNMuTRFSt7xEIsU8OLM0kBykUow8rHx5Ja4dvYYuz3VBbmYucjMfrBvnH+Jvc46wzANjDIHqQBhqGKyeRS4FHC0NJAepNOUhW5/t1UwAwLZPtwEAbp0vH+XK+CUDV/4sXyqm4moQlpmQ4vkBcLzOpByk0jIPjhAqL9ePX0dpQSnaDGzjVJ+lmofKkNZZzAkilZG41fAW3tz+JrbM24Ijvx5B2f0y1GpQCy2TWprLjV2e64KlY5ai4EaBlRQ+MecJrHlzDbbM2wKdWodOz3RyeHJwltzMXNw6dwvD5w0HUL7SfYTS+aFtKSEXqfR2Hro81wXH1h1D6sJUqAvVCK4djMYdG+P5755HTDfrRa7VRWqc330eIz4ZAUCaeXBlnUk5SKW385B9qvzidPinwzj802Gr1+pE17ESyop5MOqNWLdkHd74/A3zs8gTExPRvn17UQXT2XUm5SCVkcpI3NLfQu2Gtb16zdgyb4vVz5bZsBRKy0xI8fwAOL9ouRyk0pQHR4ubC5WX4xuOo05UHTzS0/GqHlLNQ1VwzJmHSkqITG0mkkuSHbYzGoyY320+2j/RHoOmDnLYng/WvbcOlw9dxuTdk83fKgaFDJLVo5MqotVq8fTTT2Pbtm2SlEop5yF1YSp2fb0L045MM5+EpJQHdxctnz17Nj744ANJrkUotzzE3IjByU0nkZqaigMHDqC0tBQ1atQQTTDdWbRcygtbO5sHQBqZkNL5AXDvb5uVlYXExEQEBwdLTipdyYMjXM2LXqPHrHaz0OeNPuj1Si+njiG1PDhCVssGAUC0KhoKJ7qtUCowcMpA7P9hPzTFGsH7VXK3BH/+908MmjrILJMKKBClinKwp7QxjVT269cPw4YNk9ySQlLNg0FnQOqCVPSb3M8sD1LKgydPwJk+fTpmzZqF6dOnY84c+88lFwu55aFPXB+8//772LZtGwoKCnDgwAFMmTIFOp0OM2bMQOfOnVG3bl08/vjj+OSTT5Ceng69Xph16dx9Ao5ppDIlJQUjRoyQ1JJCzuYBED8TUjo/AO5/UTCNVJaWlqJ37964efOmwD11Hlfy4AhX83L458NQqBR4bNxjzr2/xPLgDLIboQSArcVbkanLBHNnESgvwYFDc7/m6B/aX+yu8IKURyopD67B1+MUpTpS6St50Gq1yMjIQGpqquAjmHw8TlGqI5W+kgdvwsffUqojlZQH4ZDdCCUAtA1sK+kwAAADQ3yg7aQduSLlkUrKg/Pw+WxuqY5U+koe/P39kZCQIPgIJl/P5pbqSKWv5MFb8PXFQKojlZQH4ZClUEYqIxGmcH0BWW9ST1EPkcpIsbvBK1KVSsqDc/ApkyakKJW+mgchBJMvmTQhRan01TwIAd+jzFKUSsqDcMiy5A0Al7WXsalkk9jdqJQhIUPQzL+Z2N0QBCmWvykPVSOETFoitfJ3dcyDqyVyvmXSEqmVv6tjHlxFyL+Z1MrflAdhkK1QAkBycTIu6i5KaviaA4dYv1gMCBVfsoREilJJebCP0DJpQmpSWd3zUJVgNmjQAJmZmXj55ZfxzTffCDKLXGpSWd3zUBXe+FtJTSopD/wja6FUG9VYUbQCZaxM7K6YCeQCMbrmaAQp5LO6vbtITSopD7Z4SyZNiCmV9+/fx6lTp3DixAmsW7cOtcJroe+3fSkP/8MkmB9++CF27NgBPz8/6HQ6QZcpElMqNRoNzp07h5MnTyIlJQWZf2ViwqYJKAPlwRJv/o3ElEqj0YisrCycPHkS+/fvx+6Du/HiHy9CrxRm1QR3kEIePEHWQgkAWdosbC7ZLHY3zAwOGYwY/xjHDX0EqUkl5eEB3pZJE96Uyj///BMfffQRjhw5ghs3bli9FhMTg5SzKZQHCyzL3O+8845XZpF7U1hu3bqFKVOm4PDhw7h06RIMBoP5NZVKhdNFp7G1TBr3fgPi50EM4femVOp0Orz//vvYvXs3zpw5g7Iy6y8T64+ux9UmVwU7vquInQdPkb1QAkCaOg2Hyg6J3Q0kBCagU1AnsbvhdaQmlZQH8WTShLekcuHChfjnP/9p97U///wTXbp0oTz8D0f3TAq5TJG3xOX48ePo0KED7F3WPv74Y/z73/+mPPwPMUePvSWVGo0GkZGRuHfvntV2juMwcOBA/PHHH5QHHvEJoWSM4WDZQWSUZYjWh46BHZEQmCCr527yiZSksrrnQWyZNOENqTQYDEhKSsLevXthNJY/Tk2pVKJPnz5ISUkBQHkA3JvNzbdgektgpk2bhrlz51ptCwsLw7Vr1xAcHEx5gDTub/WWVCYnJ2PQINsn2Zw4cQLx8fGUBx6R5bJBFeE4DgmBCUgITBDl+AlBCXgs6DHZh8ETpLSkUHXOg1RkEvDOkkIajQYNGjQwyyRQLpmzZs0y/1yd8wC4vzQQ38sUeWNJIcYY6tSpY7WN4zhMnToVwcHB5p+rcx6kIJOA95YUUiqVCAp6cE+iSqXC8OHDER9fvs5jdc8Dn/jECKUlWdos7CjdAQ3TCDp7iwOHAC4AScFJsr7ngW+kNFIJVK88SEkmLRFqpPL8+fMYMWIEsrKy8K9//QuffvopGGPo16+feXSyItUpDwD/60xa4u4IplBCU1BQgHHjxmHDhg146aWXsHbtWhQUFFiNTlakuuVBKjJpiVAjlXq9HjNnzsTcuXORlJSEu3fv4ujRo2CMmUcnbfpSzfLANz4nlED5bN/U0lRk6jIFO0Zzv+ZIDE5EoCJQsGPIFalJZXXIg1Rl0gTfUrly5UpMnDgRDz30ENauXYu4uDjMnDkTM2fOxKFDh9ClS5dK960OeQCElUl7uCKYO3bs4FVs0tLSMHLkSBQVFWHZsmUYOnQotm/fjv79++Pzzz/HG2+8Uem+1SUPUpRJE3xL5c2bN/Hss89i3759mDNnDt59911kZ2cjPj4effr0wa+//lrpvtUlD0Lgk0JpIkubhUPqQ8g35oMD59E3DtP+YYowJAQlyHLRUW8iNakEfDcPUpdJE3xIZWlpKV577TX8+OOPGDNmDL799luEhIQAKC933rx5E40aNXLqvXw1D4D3ZdIejgSzQYMGWLFiBfr374/ffvvNLcFhjOHLL7/EO++8gw4dOuCXX35B48aNza9nZ2ejYcOGTpUTfTkPUpZJE3xJ5bZt2zBq1Cj4+flh9erV6NGjh/m1O3fuIDQ0FIGBjkXOl/MgFD4tlED5CSfHkIOTZSeRqcuEEUYooIARRof7mtopoECsXyzaBrZFhDLCJ+518AZSlEpfy4NcZNKEJ1JpWeJesGABxo4d63F/fC0PgDRk0h6VCSYAhIeHY9KkSUhKSnJ6ko9lifutt97C/PnzPRYlX8yDHGTShCdSaVni7tevH1auXIn69et71B9fzIOQ+LxQWqI2qnFDfwO5+lzkGnKRq8+FDjqbdn7wQ4QqAhHKCESoIhClipLtQqNiI0WpNCH3PMhNJk24I5X2Stx8I/c8ANKVSXuYBHPJkiVYsWIFFAoFDAaDU7PI7ZW4+cYX8iAnmTThjlTaK3ErFPzOOfaFPAgOq8YYjUZWYihhhfpCdld/lxXqC1mJoYQZjUaxu+ZTaDQaNmTIEBYQEMCSk5PF7k6lyCkPGo2GDR06VPKfaWXMmjWLAWCzZ8+usl1JSQkbP348A8DGjBnDiouLvdRDeeWBMcZmz57t1GcqRZKTk5m/vz/r3r07mzVrFuvbty8LDg5mAFiNGjXYoEGD2Mcff8wOHz7MPv30U+bn58e6dOnCrl696rU+yi0PycnJLCAggA0dOpRpNBqxu+MSly5dYlFRUSw2NpZlZ2dX2TYlJYXVr1+fNWzYkO3du9dLPZRfHrxBtRZKwnvIRSrlgNxl0oQjqTx37hxr3bo1CwoKYkuXLvVu52SGnGXSREUB0mg07MCBA2zu3Lmsb9++LCgoiAFgAFjTpk3ZvHnzWFpaGtPpdGJ3XXLIWSZNOJJKnU7Hpk2bxjiOY/3792d5eXki9JKwhISS8BoklZ7jKzJpojKpXLFiBQsJCWEtW7Zkp0+fFql38sAXZNJEZSJ0+PBh1rhxY1ajRg02atSoSkcwSTB9QyZNVCaV2dnZrFevXkyhULB58+Yxg8EgYi8JEySUhFchqXQfX5NJE5ZSKWaJW474kkyasBSisrIy9vnnn9stcVccwSTB9C2ZNFFRKsUqcROOIaEkvA5Jpev4qkyaMElleHg4lbidxBdl0oTpnsrIyEgGgL311lsOBam6C6YvyqSJS5cusUaNGrG6detSiVvCkFASokBS6Ty+LpOMlZe4/f39GQD2r3/9S+zuSB5flknGykvc4eHhDADr3LmzW4JUnQTTl2WSsfISd+fOnRkAVq9ePXb9+nWxu0TYgYSSEA2SSsf4ukxWLHFPmzbNp0WJD3xZJo1Go1WJe9myZbyJkq8Kpq/LpGWJe9WqVU7P/ia8DwklISoklZXj6zJZ2SxuZ5cUqo74skzevXuXPfHEEzYlbqGEyRcE05dlsrJZ3K4sKUR4FxJKQnRIKm3xdZl0NIubpNIWX5ZJ0yzuOnXqsA0bNti87g1xkptg+rJMOprFTVIpTUgoCUlAUvkAX5ZJV2Zxk1Q+wFdlsmKJu6qFyr0tUFIWTF+WSWdncZNUSg8SSkIykFT6tky6s1A5SaXvymRlJe6qEFOkpCKYviqT7ixUTlIpLUgoCUlRnaXSl2XSk4XKq7NU+qpMOipxV4VUhEoMwZTK7843nixUTlIpHUgoCclRHaXSV2WSr4XKq6NU+qJMulLirgopipXQginF35kP+FionKRSGpBQEpKkOkmlr8ok38/irk5S6Ysy6U6JuyqkLlh8CqbUf1d30Ol0bOrUqbwtVE5SKT4klIRkqQ5S6asyKdSzuKuDVPqiTHpS4q4KOYmWu4Ipp9/RWbKzs1nPnj15fxY3SaW4kFASksaXpdIXZdIbz+L2Zan0NZnkq8RdFXIVLmcE88svv5Tl71YVQj+Lm6RSPEgoCcnji1LpizLJd4m7KnxRKn1NJvkucVeFXKXSkoqCGRAQwAAwlUrFBgwYILl1MF2F7xJ3VZBUigMJJSELfEkqfVEmhSpxV4UvSaWvyaRQJe6q8AWpNGH6Xbp3785mzpwpuXUwXUWoEndVkFR6HxJKQjb4glT6mkx6o8RdFb4glb4kk94ocVeFL0hlZb+DVNbBdBWhS9xVQVLpXUgoCVlRmVRqtVp2584dEXvmGF+TSW+WuKvCnlQajUaWm5srWp+cxZdk0psl7qqoTMhycnKY0WgUpU/O4ooQS10wvVnirorKpLKgoICVlZWJ0idfpVoLpdFoZCWGElaoL2R39XdZob6QlRhKJH/Sqe5UlMrCwkLWqVMn1qhRI6bX691+XyHz4GsyKUaJuyospdJgMLCXX36ZqVQqlpmZ6fZ7Cn1+8CWZFKPEXRUVxWzp0qWM4zj2008/uf2eQufB09FVKQmmGCXuqqgolenp6axGjRrslVdecfs9yR9s4RhjDNUEtVGN6/rryNPnIceQgzx9HnTQ2bTzgx/CVeGIVEYiXBWOaFU0ghRBIvSYqAytVounn34aKSkpaNKkCS5evAjGGHbv3o3ExESn3sNbedBqtRgxYgRSUlKwfv16DBgwwOl9pUZpaSlee+01/PjjjxgzZgy+/fZbhISEiN0tAMDs2bPxwQcfoGPHjsjIyADHcZg9ezamTp3q1P7ePD/MmTMH06dPx+zZszFt2jSX9pUSjDF8+eWXeOedd9ChQwf88ssvaNy4sdjdAgBs3boVw4YNQ8uWLXHixAkwxtCvXz+kpKQ4tb8382Dqa//+/bF27Vr4+/u7tL89tFotMjIykJqaitTUVBw4cAClpaWoUaMGevTogcTERCQmJqJ9+/ZQqVQeH8/Etm3bMGrUKPj5+WHVqlXo2bMnb+/tCVlZWUhMTIRCoUB+fj5KSkpQs2ZN3LlzB35+fg73J39wjM8LJWMMOYYcnCg7gYu6izDCCAUUMMLocF9TOwUUiPWLRXxgPCKVkeA4zgs9Jxxx584dPPLII7h37x4AQKVS4cUXX8SCBQsq3cfbefAlmTx//jxGjBiBrKwsLFiwAGPHjhW7S1YYjUZ06dIFGRkZ5m1xcXE4ffp0pfuIcX7wFZksKCjAuHHjsGHDBrz11luYP38+LyLEJ5MnT8Z//vMf888qlQp5eXmoU6eO3fZi5EEImbSH0IKp1+sxY8YMzJs3D/369cPKlStRv359AX4T91m/fj2efPJJWGrP1q1b0b9/f7vtyR9cw6eFMkubhUPqQ8g35oMDBwb3f1XT/mGKMCQEJaCZfzMee0q4yv3799GnTx8cPXoUBoPBvD0sLAy5ublQKpU2+3g7D74kkytXrsTEiRPx0EMPYe3atYiLixO7S1YwxjBx4kQsXrzY5rULFy4gNjbWZrsY5wdfkcm0tDSMHDkSRUVFWLZsGYYOHSp2l2xYvnw5xo0bh4qXuKVLl9r9MiRGHrwlk/bgUzBv3ryJZ555Bvv378ecOXPw7rvvQqFQeOk3cY4jR46gd+/eKCkpgdFYLoQqlQqjR4/GDz/8YNOe/MF1fFIo1UY1UktTkanLFOwYsX6xSAxOrDZD2VJj8+bNGDJkCJRKpZVQArApe4uRB1+RSSmXuC3Jy8tDo0aNYDAYrATCXtlbrPODL8iklEvcFWnRogUuXLgAhUJhFggA6Nu3L7Zt22b+Waw8iCmT9nBXMKVa4q7IhAkT8MMPP9hcM2rUqIH8/Hxz2Zv8wX18TiiztFnYUboDGqbx6BuFIzhwCOACkBSchBj/GMGOQ9iHMYZDhw5h7dq1WL16NXJycsBxHBhjGDx4MDZt2gRAnDxEI9onZFLqJe6KXLx4EWvWrMGqVatw5swZcx7Cw8ORm5sLQLzzgy/IpBxK3Jbcvn0b69atw+rVq7Fnzx7zFw2O45CTk4Pw8HDR8iA1mbSHI8Hs0aMHMjMzsWzZMsmWuC1Rq9XYsmULfvnlF2zatAllZWXm137++Wc888wz5A8e4jNCyRhDelk6DpUd8vqxEwIT0DGwo0/fGyFljEYjDh8+jFWrVmHJkiUICwvDjRs3RMtD1tosLHl9iaxlUuolbkdkZmZi7dq1+Oqrr3Dnzh1oNBoc1R0VJQ+aQxq8+/i7spZJOZS4qyIvLw+///47vv32W5w6dQqb/9iM+r3ri5KHetfr4YXOL0haJu1hKZhbt27FgQMHYDQa4e/vjz59+qB3796CTPIRgtLSUiQnJ+OHH37A1q1b8cILL+DFr14kf/AQnxBKxhgOlh1ERlmG48YC0TGwIxICE3wiFHKGMQaDwYDDusOi5qFudl2MihsluzzIpcTtCnq9XvQ8aI5o8O8+/5ZdHuRU4nYWKeTh6qar+OjvHyEgIEC0PriLZYl76tSpuHfvnldnkfONwWDAIc0hHNEcEa0PvuIPPiGUaeo0Ub5ZVCQhMAGdgjqJ3Y1qD+XBPeRW4nYWyoN7yK3E7SyUB/dwNItbrGWKPIXywB+yF8osbRY2l2wWuxtmBocM9ql7IuQG5cE95F7irgzKg3vIvcRdGZQH93BnFrccBJPywC+yFkq1UY0VRStQxsocN/YSgVwgRtcc7XOzt+QA5cF1fLHEbYLy4Dq+WOI2QXlwD75mcUtNMCkP/CNroUwuTsZF3UVBZ2O5CgcOsX6xGBAqz8kYcoby4Bq+WuI2QXlwDV8tcZugPLiG0AuViy2YlAf+ka1QSm2ouiJDQob47OKlUoTy4Bq+WuI2QXlwDV8tcZugPLiGGAuV8ymYJ06cgEqlqvS8RnkQBmktZe8kjDEcUot/E21VHFQftHlCAyEMlAfnKS0txQsvvIDRo0fj6aefRnp6us/JJOXBeRhj+OKLL9C9e3dERkbi2LFjPieTlAfX2LZtG9q1a4dLly5h9+7deO+997zy1Bt/f38kJCTg/fffx7Zt21BQUIADBw5gypQp0Ol0mDFjBjp37oy6devi8ccfxyeffIL09HTo9Xqb93rqqafQoUMH/PrrrzavUR6EQ5ZCmWPIQb4xX+xuVEm+MR85hhyxu1EtoDw4x/nz59GlSxesWrUKS5cuxbJly3zmfklLKA/OUVBQgOHDh+PNN9/Ea6+9hr179/rM/ZKWUB6cQ6/XY9q0aRgwYAA6dOiA48ePi/rUG3cF8/r168jKyjI/rez//u//rOSM8iAcshTKE2UnwMF6vabkj5Ixqe4kq22aYg2mxU5DxlrvrDe2/IXlWDZuGYDyeyFOlp30ynGrO1LNw6aZm/CfpP8AED8PK1euRMeOHWEwGJCenu5z90taYi8PgLQyIXYe0tLS0L59e+zduxcbNmzAZ5995lP3S1pCeXDMzZs30adPH8yfPx9z587Fli1bJPfUG2cFMzY21mq/KVOmYMKECdDpdAAqz4MjPM1Lyd0SvBP1Ds5uP+uwrdh5cBfZCaXaqHb6Rto9i/cgIDQAHZ7sYN52dvtZJH+U7PbxL/95GZPqTsKkupNQnF9s9VqfN/rgxKYTyD6dDQaGTF0m1Ea128ciHOPtPGjVWqx6bRU+SvgIUxpPwTvR7+DjHh9jz6I9MOisnyne65VeuHnmJk4nnxYtD9WhxG2JK3kA+MlEwY0CbP2/rfhP0n/wXtP3MPXhqfh6yNe4kHrBpq0pE6eST4mSh+pQ4rZEjDwAwP4f92Pp2KWY0WYGJtWdhJ9e/cluO7HzAIhX4vaUygSzTZs2NguE//jjj2jZsiVyCnJ4nYjjSl5C6oag66iu2DJvi8P3las/SD81Fbiuvw4jjA7bGXQG7F28F12f7wqF8sGveXb7WaR8nOLWsY1GI3579zf4h9j/Jh8VH4XodtHY/e3u8vYw4ob+hlvHIpzD23nQlemQcz4Hrfq2wuAPBuOJWU+gYeuGWD91PX76p/VFo2ZETbQe2Bq7vtkFwPt5qC4lbkuczQPAXyZOJ5/Gzq92ol7Tehg0dRD6vd0PmmINFj65EId/OmzV1jIT3s5DdSlxWyJGHgBg55c7cXHfRUS2iIRCVfllVsw8SK3E7SkmwczPz7d6brtJLrOysrDt1Dan8+AId/KSMC4BN07cQObeTIfvL0d/kJ1Q5unzoHCi22dSzqD4TjHaD2vP27EPLT+Ee9n30HVU10rbtB/WHic3n4SmWAMFFMjV5/J2fMIWb+chpE4I3tz+JobOHIruL3THY+Mew6iFo9B9Qncc/e0oinKLrNq3H9YeV/68gjtX73g1D9WpxG2Js3kA+MvEw90fxocnP8To70ajx4Qe6PVKL0zaOgnhj4Qjeb7tSIUpE3ev3vVaHqpTidsSMfIAAK9tfg1zL83FK2tfgSqg6hnJYuRBDiVudygrK8Ply5cBADVq1EC/fv0wc+ZMbN++HYWFhWjWsZnTeXCEO3mJbB6JBi0bIG1VmsO2cvQH6Tz/yElyDDm49Ocl/D71d9w6ewu1GtTC317/m027U1tOoe5DdVGvaT3ztp9e/Qnpq9IBwOpeiC/ufuHwuCUFJdgydwsGvjcQ92/fr7Rd897NseGDDbiQegHxg+ORa5BXIOSGWHmoSN3ougAAdaEaNSNqmrfHJpbfz3N6y2kk/jNR8Dz48kLlzpBjyIERRlz+87LXMtGgZQObbaoAFVr1bYXUBakou1+GwBqB5tdMmTi55STiH4539Vd0iYoLle/Zs8fnRyUtESMPwIPzgTN4Mw+A9ULlu3fvlvWoZEUCAwNx4MAB1K1bF7GxsTal+5z7OU6NUAqZl9jEWKT9nAbGWJXP7jbCKDt/kJVQMsZw7OQxLHxqIULDQjHg3QEw6o3Y+tFW1Khfw6rtlbQriIqPstqWMCYBRbeKcCH1AkYtGuXSsZPnJaNGeA0kjE1AyieVlz8imkfAL8gPVw5fQfzgeOTp8xwGh3APMfOg1+pRdr8MOrUO149fx+5vd6NOdB3Ua1bPql1QzSCENQ3DlcNXkPjPREHzYLlQ+dKlS6vNqKQJxhjy9Hm4efamKJmoyP28+/AP9od/sPVIoGUmhMyDry9U7gip5aEyvJUHoRcqlwoJCQl2t5vy4Aih8xLdLhp7Fu5BzrkcNGhl+2XUErn5g6yEUs3U2DR/E8CA17e8jjpRdQAA8UPi8XH3j83tDHoD8q/ko83ANlb7N+3cFPUfro8LqRfQcWRHp49788xNHFx2EC/98pLVvRL2UKqUqN2oNnIulE/510ILNVMjmAt2+niEc4iVBwA4uekkVry4wvxzdPtoPPP1M1CqlDZtwxqHCZ4Hy4XKfX3iTWWomRo66MrLzCJkwpLbl2/j5OaTaPtEW7vnDFMmhMqD5ULlGzZs8OmJN5UhpTw4Qug8WC5UPnfuXK8sVC41THlwhNB5CWscBgDIueBYKOXmD7JKlEavwfld59F6UGvzHxoovy+hxd9amH8uLSgFYwxBtfl5HuZvU35Dy6SWVseoiuBawSi5W2L+Wc9sF14lPEesPADAIz0ewcR1EzF26VgkjEuAUqWEtkRrt21wbeHyUN1mcVeFnulhNBhFy4QJbakWy8Ytg1+gH4Z8MMRuG8tM8JmH6jaLuyqkkgdnECoPgHxncfONM5+rN/ISXLtcDi2vCVUhJ3+QVapyb+dCp9ahfjPbYfr6D9sZundhZYDiO8Uoyi0y/6cp1gAAjq47iqtpV/HE7Cecfq+KK9wbYKikJeEJYuTBRI3wGmie2BztnmiHkZ+NRFz/OCx8aqHNpBzgf3mwqFjwlYfqOIu7KgwwoPhOsWiZAMovSMsnLEfOhRyMXTYWtRrUsvtelpngKw/VcRZ3VUghD84iRB58bRa3pzjzuQqZF/MuJj9wsootJ3+QVclbCdtyoj2C6wSD4ziU3it1+r0/6/MZCq4XmH/u/05/DJwyEBs/3Ih2T7SD0l+J/Gvlq+urC8vXhrqXfQ8GrcHmoqEuVFsF0tl+E64hRh4qo+3Qtvhjzh84lXwKj419zOo19T01QuuGutzvqqASty2ufK5CZWL1G6txNuUsRi0ZhdiesRXfwoxlJvjIA5W4bZFCHpyF7zxQidsWPq/D7uTFhPpeuT9YXhOqQk7+ICuhjAyPhF+QH25fvm3z2u1LD7YpVUqENQ3D3Wt3bdpVdnPr84ufh67swf0VYU3K73O4l30PR349giO/HrHZ59PET9GwdUO8s/cd8zaD3oB72ffQekBr8zYVJ6uPWTaIkYfKMLUtKyqzeS3/Wj4axTUy/+xJHqr7LO6qUHEqhNYLFS0TGz7YgLSf0zB83nA8+tSjVfbVMhOe5KG6z+KuCrHz4Ap85QHw7VncnuDM5ypkXkyYBqYiYiMc9geQlz/Ip6cAQlWhaPW3Vji95TQKbhSY73HIuZCD87vOW7Vt0qkJLu2/ZPMephmXpYWlCK714EbXZl2b2T3m+JXjbbYdW3cMx34/hucWPofaDWtbvZZ7IRe6Mh2adG5Sfjz4I4gT574cX0eMPBTnFyOkbojNSePPlX8CKJ/BZ4m6SI38K/l4bFz5qKUneajus7gdEcQFIUAZgBZ/a+HVTADArq92Yfc3u9H3rb7o9UqvKvtpmQlP8lDdZ3E7Qsw8uAJfeagus7jdJYgLgh/8qpyYo1AqBMuLievHryOwZiAiW0Y67LPc/EFWQslxHJ6f+jze2/kevhr0FR574TEY9Ubs+24fIltE4uaZm+a2bQa2QcYvGci7lIfwh8PN26Pbll/w101ZhxZ/awGFQoEOT3WwOZaJ+Mdt1wXLPpUNAGiZ1BKhYdbD1hd2X4B/sD+aJzYHAISrwmUz5V9uiJGHjDUZOLjsINoMaoOwxmHQFJdPDLqQegFxA+JsypyZqZlgjKHNoPLZgO7mgUrcjuE4DuGqcAycMhDnd573WiZObj6JjTM2on5MfUTERiBjjfVzfZsnNkeN8AdLjlhmwt08UInbMWLlAQBObz2Nm6fL39ugM+DWmVvY9uk2AEDrga3RMK6huS0feaASt2NMecjWZ1fZTui8ZKZmovWA1k79neXmD7ISSgDo0rYLJv46Eb9P+x3J85NRu2FtDJgyAEU5RVZ/7LgBcQgJC8Hx9cfR7+1+5u3xQ+LR46UeOLbuGI6sOQLGmMOTgysc33Ac8YPjEVgjEAooEKF0blibcA9v56FZ12a4mnYVR387ivu370OhUiD84XAMmzMMPV7qYdP++IbjaNa1Geo1redWHixL3KNHj8aCBQuoxF0FkcpIRMVF4ZVfX8H6aeu9kons0+UXqNtZt/HfV/5r8/qrG1+1EkpTJsKbhrucBypxu4YYeQCAE5tOmBe4BoAbJ2/gxsnyx+jValjLSig9yQNAJW5XiFRG4pb+VpWLmzeMayhYXnIzc3Hr3C0MnzfcYV/l6A8cqzglWeJkajORXGL7ODN7pHySgrSf0zA1Y6rD9SP54MapG/gs8TNMTp2MqDblC54OChmER/wfEfzY1RUp56Eotwiz28/G6O9Hm0coXcmDZYl7wYIFVOJ2AlfyAIifCVfyQCVu1/HlPFCJ23VczYMjXM3LuvfW4fKhy5i8e7JTI49y8wfZjYlHq6KdfhZn4sREaEo0OLruqMC9KmfnFzvRdmhbs0wqoECUKsrBXoQnSDkPexbtQYNWDcwy6UoequuzuD3FlTwA4mbClTxU12dxe4qv5sFXn8UtNK7mwRGu5KXkbgn+/O+fGDR1kFMyKUd/kN0IJQBsLd6KTF0mmDuLQHkJDhya+zVH/9D+YnfF5/GlPFCJ23N8KQ8VS9y//PILlbhdxJfyAFiXuFetWkUlbhfxtTxICdmNUAJA28C2kg4DADAwxAfaTugh+MdX8lBxofLly5eTTLqBr+SBFirnB1/JAy1Uzg++kgcpIkuhjFRGIkzh/ppf3qCeoh4ilY6XBSA8xxfyQCVu/vCFPFCJmz98IQ9U4uYPX8iDVJGlUHIch4SgBLG7USXdgrrJarq/nJFzHiyfxf3UU0/RkkA8IOc80LO4+UfOeQDoWdx8I/c8SBnZprKZfzPE+sWCc/aBmF7CdO9DM39+Fr0lnEOOeaASt3DIMQ9U4hYOOeaBStzCIcc8yAHZCiUAJAYnIoALELsbVgRwAegVXPWTMghhkFMeqMQtPHLKA5W4hUdOeaASt/DIKQ9yQdZCGaQIQlJwktjdsCIpOAlBCvk8KsmXkEMeqMTtPeSQBypxew855AGgEre3kEse5ITsUxrjH4Nugd3E7gYAICEwATH+MWJ3o1oTjWhk/ZoldjcA2OaBStzeJ8Y/Bpo/NWJ3A4BtHqjE7X1i/GNQ73o9sbsBwDYPVOL2PuQP/CJ7oQSAToGd0DGwo6h96BjYUfQ+VHe0Wi1GjBiBJa8tQd3suqL2pWIeqMQtDnPmzMG7g96F5oi4UlkxD1TiFoetW7fihc4v4Oqmq6L2o2IeqMQtHuQP/OETQslxHBICE5AQKM7MrYSgBDwW9JgsZ2X5CiaZTElJwfr16zEqbpQk8kAlbvGYM2cOpk+fjtmzZ+Pfff4tiTxQiVs8tm7dimHDhqF///746O8fSSIPAJW4xYb8gT9k+aScqsjSZmFH6Q5omEbQxUs5cAjgApAUnCT7YWq5U1EmBwwYYH7tVOEpHGQHRckDPYtbPCxlctq0aebtZ++fxT79Pmjg/TzQs7jFw1Im165da/7cM9WZ2FW2C1povZ4Heha39MjSZmF7yXZR8uAL+NzXoBj/GIyuORqP+An7QPVYv1iMqTnGp8IgRyqTycLCQrz00kuIrx2P7G+zvZ4HKnGLhz2Z1Ov1+PrrrxFfJx4///1nr+eBStziUZlMpqSkoHODzviw7YdezwOVuKXH2bNnMezRYZgcMxmNIey9zL7qDyqxOyAEQYogDAwdiFhtLA6pDyHfmA8OnEffOEz7hynCkBCUINt1onwJezJpMBjwww8/YMqUKSgoKAAAtGzW0mt5oGdxi4s9mdyxYwdee+01nD9/HgDQtGFTr+Wh4rO49+zZQxNvvIg9mTx//jzefPNNbN26FQDQpE4Tr14vLJ/FvXv3bpp4IzL5+fn48MMPsXDhQhiNRnAch8drPI6/jH+RP7iITwqliRj/GDTza4YcQw5Olp1Epi4TRhihgAJGGB3ub2qngAKxfrFoG9gWEcoIn7jXQe7Yk8ldu3bhtddew9mzZ63atmrVCoDwebAscS9dupRGJb1MRZm8ePEi3nzzTfzxxx9W96R17twZgPB5oBK3uFSUyeLiYsycORPffvutVbtu3cpn+QqdBypxSwudToeFCxdi+vTpKCkpgdFY/jeOiIiASqVCDMgfXMWnhRIov+G2gaoBGoQ2QE9jT9zQ30CuPhe5hlzk6nOhg85mHz/4IUIVgQhlBCJUEYhSRcl6bShfw55MpqWloU+fPnbbW44ICZWHlStXYuLEiXjooYdo4o0IVJTJsrIydOjQAcXFxQBgvlgAQJMmTcz/X6g8pKWlYeTIkSgqKsKGDRto4o2XsTcyOXz4cOzdu9eqnUqlQtOmTc0/C5WHmzdv4plnnsH+/fsxd+5cvPvuuzTxRmRmzpyJuXPn2myPiXlQhiZ/cBFWjTEajazEUMIK9YXsrv4uK9QXshJDCTMajWJ3jagEjUbDhg4dygICAlhycrJ5e1lZGXv55ZcZAKv/QkNDnX5vd/JQUlLCxo8fzwCw0aNHs+LiYo9+P8J1Zs+ezQCw2bNnW23/+uuvWUBAAOM4zioTZ86ccep93cmD0Whkn3/+OfPz82NdunRhV69e9eh3I1wnOTmZBQQEsKFDhzKNRmPevmPHDhYREcEUCoVVHpYsWeLU+7p7vUhJSWH169dnDRs2ZHv27PHodyP449KlS+zRRx+1yoJSqWRjxoxxan/yB1uqtVAS8qIymbRk0qRJDID5ohEXFydYf86dO8dat27NgoKC2NKlSwU7DlE5lcmkifXr19t8yRBK+u/evcueeOIJBoC99dZbVjJDeIfKZNLE1atXWXBwMANg/qKxbds2Qfqi0+nY1KlTGcdxrH///iwvL0+Q4xDuo9VqWfPmzc0yqVQq2Ycffih2t2QLCSUhC5yRyStXrrDQ0FA2ZswY82jl8OHDBenPihUrWEhICGvZsiU7ffq0IMcgqsaRTGo0GhYfH8/i4+PZJ598wgICAlhYWJggfTl8+DBr3Lgxq1OnDtuwYYMgxyCqxpFMMsbYhAkTWI0aNdjSpUtZREQEA8AuXbrEe1+ys7NZz549mUKhYPPmzWMGg4H3YxCes3TpUgaALViwgHXo0IEBYMuXLxe7W7KFhJKQPM7IpNFoZH369GHR0dGssLCQMVZ+kc/KyuK1L1TilgaOZJIxxj744AOmUqnYsWPHGGOMZWVlsbS0NF77QSVuaeCMTG7dupUBYIsXL2aMMVZQUFDp+cQTqMQtD27cuMFq1arFRo8ezRgrH1HeuHEjKysrE7ln8oWEkpA0zsgkY4wtWrSIAWApKSmC9YVK3NLAGZk8evQoU6lUgpavqMQtDZyRyXv37rGoqCiWlJQk2D1uVOKWD0ajkQ0aNIg1aNCA3b17V+zu+AwklIRkcVYmTaXuF198UbC+UIlbGjgjk6ZSd9u2bQWTPCpxSwNnZJKxB6VuoUaQqcQtL0yl7k2bNondFZ+ChJKQJM7KpL1SN59QiVs6OCOTjNmWuvmEStzSwVmZrFjq5hsqccuLiqVugj9IKAnJ4axMMiZsqZtK3NLBWZkUstRNJW7p4KxMClnqphK3/KBSt7CQUBKSwhWZFLLUTSVu6eCsTApZ6qYSt3RwViYZE67UTSVueUKlbmEhoSQkgysyKVSpm0rc0sJZmWRMmFI3lbilhSsyKVSpm0rc8oRK3cJDQklIAldkkjFhSt1nz56lEreEcEUmhSh1W5a433zzTSpxi4wrMilEqduyxN2vXz+Wm5vLy/sSwkOlbu9AQkmIjqsyKUSpe8WKFSw4OJhK3BLBFZkUotRNJW5p4YpMMsZ/qZtK3PKGSt3egYSSEBVXZZLvUjeVuKWHKzLJGL+lbipxSw9XZZLvUjeVuOUNlbq9BwklIRquyiRj/Ja6qcQtPVyVST5L3ZYl7smTJ1OJWwK4KpN8lrppFrf8oVK3dyGhJETBHZnks9RNJW7p4apM8lnqphK39HBVJhnjr9RNJW7fgErd3oWEkvA67sgkX6VuKnFLE1dlkjF+St1U4pYm7sgkX6VuKnH7BlTq9j4klIRXcUcmGeOn1E0lbmnijkzyUeqmErc0cUcm+Sh1U4nbd6BStziQUBJew12Z5KPUTSVuaeKOTPJR6qYStzRxRyYZ87zUTSVu34JK3eJAQkl4BXdl0tNSN5W4pYs7MsmYZ6VuKnFLF3dl0tNSN5W4fQsqdYsHCSUhOO7KJGOelbqpxC1d3JVJT0rdVOKWLu7KpCelbipx+x5U6haXai2URqORlRhKWKG+kN3V32WF+kJWYijh7ckKhGcy6Ump250SN+XBO7grk56Uut0pcVMevIO7MsmY+6Vud0rclAfp481SN+XBFhWqEWqjGtf115Gnz0OOIQd5+jzooLNp5wc/hKvCEamMRLgqHNGqaAQpgkTosbzRarUYMWIEUlJSsH79egwYMMDpfRljmDBhAurUqYNPP/3U6f1KS0vx2muv4ccff8To0aOxYMEChISE2G1LefA+c+bMwfTp0zF79mxMmzbNpX3nzp2Ls2fPIj09Hf7+/k7twxjDl19+iXfeeQcdOnTAnj170LhxY7ttKQ/eZ+vWrRg2bBj69++PtWvXOv13BYCUlBR8//33WLx4caV/U3ts27YNo0aNgp+fH3bv3o2ePXvabUd5kBfZ2dmYNGkSRo8ejcGDB/P+/pQHx3CMMSZ2J4SEMYYcQw5OlJ3ARd1FGGGEAgoYYXS4r6mdAgrE+sUiPjAekcpIcBznhZ7LG09kEgAWL16MV155BSkpKejXr59T+5w7dw4jR45EVlYWFixYgLFjx9q0oTyIhycyeezYMXTu3BlTp07FjBkznNqnoKAA48aNw4YNGzB58mTMmzfPRlgoD+LhiUwWFhaidevWaNGiBbZt2+bUZ67X6zFjxgzMmzcP/fr1w8qVK1G/fn2rNpQHecIYw+DBg3Hs2DGcOXMGderU4e19KQ/O49NCmaXNwiH1IeQb88GBA4P7v6pp/zBFGBKCEtDMvxmPPfUtPJXJq1evok2bNnjmmWewZMkSp/ZZuXIlXnnlFTRu3Bhr165FXFycTRvKg3h4IpNarRadOnUCx3FIS0tzSjzS0tIwcuRIFBUVYdmyZRg6dKhNG8qDeHgikwDw4osv4pdffsGpU6ecGp28efMmnnnmGezfvx9z5szBu+++C4VCYdWG8iBfli1bhnHjxmHTpk28jU5SHlzHJ4VSbVQjtTQVmbpMwY4R6xeLxODEajOU7SyeyiRjDH379kVmZiZOnz6NmjVrVtnemRI35UFcPJFJAPjwww8xb948pKeno127dlW2rVji/uWXX2yEg/IgLp7KZEpKCgYMGIDFixfjpZdectjessS9atUqmxI35UHeZGdnIy4uDk888QSWL1/u8ftRHtzH54QyS5uFHaU7oGEaj75ROIIDhwAuAEnBSYjxjxHsOHLCU5kEXCt1O1PipjyIi6cy6Uqp25kSN+VBXDyVSVdK3c6UuCkP8obvUjflwTN8RigZY0gvS8ehskNeP3ZCYAI6Bnb06XsjHMGHTLpS6nZU4qY8iI+nMulKqdtRiZvyID6eyiTgfKnbUYmb8uAb8FXqpjzwg0/M8maM4WDZQWSUZYhy/INlB6GFFgmBCT4RClfhQyadndXtTImb8iA+nsok4NysbmdmcVMexIcPmXR2VrejWdyUB9+Ar1ndlAf+UDhuIn3Sy9JFC4OJjLIM0fsgBnzIJAAsWbIEO3fuxPfff1/pfZPnzp1Dly5dsGrVKixduhTLly+3uyQQ5UFc+JDJY8eOYd68eZg6dWql900WFBRg+PDhePPNN/H6669j7969dkWD8iAufMhkYWEhJkyYgKSkJLz44ot22+j1ekybNg0DBgxAhw4dcPz4cbtLAlEe5A9jDC+99BKCg4PxxRdfePRelAf+kP0IZZY2S5RhanscLDuIusq6PnVPRFXwJZNXr17F22+/jRdffLHS+yYtS9zp6el2Z3EDlAex4UMmtVotxo4di7i4OLz//vt221iWuDds2GB3FjdAeRAbPmQSAN5++20UFhbi+++/tzuKY1ninjt3rt1Z3ADlwVdYvnw5tmzZgk2bNnl03yTlgV9kPUKpNqqxo3SH2N2wYkfpDqiNarG7ITh8yaSjUndpaSleeOEFjB49Gk8//XSVMkl5EBc+ZBJ4UOpetmyZ3XUjv/jiC3Tv3h2RkZE4duxYpTJJeRAXvmTSVOr+9NNP7Y5Ab9u2De3atcOlS5ewe/duvPfee3ZlkvLgG/BV6qY88I+shTK1NBUaphG7G1ZomAZ7SveI3Q1B4UsmgapL3c6WuE1QHsSDL5msqtTtbInbBOVBPPiSyapK3c6WuE1QHuQPn6VuygP/yFYos7RZyNRlCjq13x0YGC7oLuCy9rLYXREEPmWyqlL3ypUr0bFjRxgMBqSnp9tdEsgSyoN48CWTVZW609LS0L59e+zduxcbNmzAp59+WqWkUB7Egy+ZBCovdd+8eRN9+vTB/PnzMXfuXGzZssVmSSBLKA++ganUvWTJEo9L3ZQH/pGlUDLGcEgtjfseKuOg+iB8ZEUmM3zKZGWlbldK3JbvRXkQB75kErBf6nalxG2C8iAefMpkZaVuZ0vcJigPvgGfs7opD8IgS6HMMeQg35gvdjeqJN+YjxxDjtjd4A0+ZRKwX+p2tcRtgvIgDnzKpL1St6slbhOUB3HgUybtlbpdLXGboDzIHz5L3ZQH4ZClUJ4oOwEOjtdr+uvIX5gcMRl3r98VvE8GnQEzWs/A/h/2AyhfCf9k2UnBj+sN+JZJe6VuV0vcljibB8C7mQCAz/t+jo0fbvSpPAD8yqS9UrerJW5LKA/eh0+ZBGxL3a6WuC2hPMgfvkrdgGt5cAZXMnNuxzm8E/0Oiu8UV9lOrnmQnVCqjWpc1F106t6HP+b8gQ5PdUDd6Lrmbft/2I/DPx92+/jbPtuGSXUn4aOEj6y2K/2USPxnIrb/Zzt0ZTowMGTqMmU9YwvgXyYrlrrdKXFb4koeAH4ycevcLSwduxSz28/Gvxv9G1MfnoqvHv8Kp7eetmnb540+2P/DfhTmFvpEHgB+ZRKwLnX7+fm5XOK2RIw8XDt6Db++8ys+6vYR3ol6BzPazMCyccuQdynPpq0v5oFvmaxY6na1xG2JGHnQFGuQPD8Zi55ehPebvY9JdSdVur8v5oFv+Cp1A67nwRlcyUzLpJao17Qetn++vcr3lKs/yE4or+uvwwijw3Y3Tt1A5p5MJIxNsNq+/4f9SFuV5tax72Xfw47Pd8A/xP4Js/NznVGcX4wjvx4BABhhxA39DbeOJQX4lknAutSdnZ3tVonbEmfzAPCXiYIbBdAUa9DpH53w5Lwn0e/t8lHW75/9HgeXHbRq23pQawTWCMT+H/bLPg8A/zJpWepu3LixWyVuS8TIw84vd+LkppN4pNcjGD5vOBLGJCDrUBY+7f0pbp29ZdXW1/LAt0xalrrHjRvnVonbEjHyUHy3GCmfpCA3MxcNWzessq2v5YFv+Cx1A67lwRncyUzC2AQcWn4IZffLqnxvOeZBdkKZp8+Dwolup/2UhjpRddCkUxPejr3hgw1o3LExottF2309uFYwWvRuYQ6SAgrk6nN5O743EUImLUvdubm5bpe4LXE2DwB/mWjVtxVe+fUVDHh3ALqN6YZer/TCvzb+Cw1bN0TqwlSrtgqFAm2HtkX6L+ngGCfbPAD8y6Rlqbtv375ul7gtESMPif9MxAcnPsBTHz2FbqO7od/b/fD6H6/DqDdix5fW69z5Uh74lkmgvNR97949zJ07F0lJSW6VuC0RIw+1Imph1rlZ+PDkhxg6s+rRdV/KgxCYSt2LFy/2uNQNuJYHZ3AnM22HtIVeo8fxDcerbCdHf5Ddk3JyDDm4e/MutszbgrPbz0JdqEb9pvWR+Goiuo7qam53asspPNLjEaulJma2nYmC6wUAgEl1JwEAYh6LwWubXnN43KyDWTix8QTe3vM2fnv3t0rbxSbGYv3761FSUIKQOiHINcgrEIAwMmkqddeuXRtqtRqjR4+u9FncrpBjyIERRty7ec/rmbBEoVSgTqM6uHbsms1rzRObY993+3D91HU06tDIjd9SfPiWSeBBqXvSpEno3bt3pc/idgUx8tC0S1ObbfVj6iOyRSRyM23//ftCHoSQSVOp+/XXX8fgwYMrfRa3K4iRB1WACjUj7D8+1h6+kAchMJW6n3/+eQwZMoSX9zTlwRmEykyN+jXQMK4hTieftnqvihhhlJ0/yEooGWO4dPMSvuj3BcABPSb0QGi9UJzbcQ6rX1+NsvtlSJyYiHs376HgRgGi2kZZ7T983nCse3cd/EP80W9yeZmyRv0aDo9rNBjx27u/oevzXdGwVdUljOi20WCM4WraVcT1j0OePg+MMdk89F0ImQQelLobN26M3377DUuXLnV7VNIEYwx5+jzcz7vv9UwAgKZEA12ZDmVFZTidfBrndpxD++HtbdqZjnnl8BU0i28mqzwAwsikqdQdExODTz/9FJMnT8a8efM8EhOx81CxL/fz7iOyRaTNa3LPgxAyaSp1N23aFF999RX69++PlStXujUqaUJKeagKuedBCCxL3V9++SVv75mnt72v2R5CZyaqbRRObTnlsB9y8wdZCaWaqbFhzgYYjUa8u/9dhNQtH9l6bNxjWD5hObb+31YkjE1A3sXy0IQ1DrPaP/7xeGyZuwUhYSHoOLKj08c9sPQA7l6/i3/+/k+HbcOalB8z50IO4vrHQQst1EyNYC7Y6eOJhVAyefXqVUyaNAlKpRLBwcEuT7ypDDVTQwcd/pjzh9czAQAbpm8w3zPJKTjED47HUx8/ZdOudsPaUPorkXMhR1Z5AISRSa1Wi5EjR4LjOOTm5lb5LG5XEDsPlhxZewSFtwox8L2BNq/JOQ9CyCQA/POf/8StW7dgNBoxb968Sp/F7QpSykNVyDkPQmEqdW/cuJGXUjfwIA/OIHRmwpqEoSS/BPdv36/yC4rc8iCreyh1Rh1ObDqBuP5xYIyhOL/Y/F+Lv7VAWVEZbpy4gZK7JQCAoFpBHh+z5G4Jkucno//b/RFaL9Rh++Da5X/4kvwS8zY903vcD6ERSiZLSkqQkJCAsrIyjBgxgjeZBMo/V8aY1zNhotcrvTBx3UQ8u+BZtExqCWZkMGgNdtsG1w42Z0IOeQCEkUnGGIYMGYJLly6hefPmOH78OC8yCYifBxO5mbn49d+/okmnJuj8TGe7beSYB6Fkct68efj5558RGhqK1NRUl2ZxV4VU8uAMcsyDUAhR6gac/1y9kRl7nuBpv6WArEYoc2/nQl2oxqHlh3Bouf2V7h2t72QPo8Fos19wnWCo/FX4Y+4fCK4TjB4v9XDqvcyr21uMUBtgXzKkglAyee7cOSQlJeHWrVuYPHmy1RNx+MAAA4rvFHs9EyYiYiMQERsBAOj8j85Y+ORCfPfsd3hz+5s2JQrGmDkTUs8DIIxMmhYq37NnD7p164bU1FTepAQQPw8AUJRbhCX/WILAmoEYt2wcFEr7YiS3PAghk3q9HlOmTMFnn32GsLAwnD17FuHh4Tz0thwp5MFZ5JYHoRCi1G3C2c9VqMxYYs8TKkNOeZCVUHLG8k+/48iO6PSPTnbbNIxraF6qo/ReqVPvW5BdgNntZltte3Xjq6jdoDYOLT+E4fOGozCn0PyavkwPg96A/Gv5CKwRiJA6DyaVqO+VrxsVWvfBaKYSSqf6IQZCyeTKlSvx0ksvQavV4umnn+ZdJoHyz5UZy/9heisTj3R/pNJ92g5tizVvrUHepTxEPBJh9Zq6UI3QsFBzv6WMEDKZlpaGESNGIDs7G02bNuVdJgHx86AuUmPxyMVQF6rx+h+vo1aDWpW+n5zyIIRM3rx5E8888wz27t0Lf39/pKen8yqTgPh5cAU55UFIhCh1m3D2cxUqM5aYPSHMcdVTTnmQlVBGhkciIDQARoMRzRObV9rO8Ei50ef/Zft4JXs3t9YMr4mJ6yZabWvUuhGyT2eDGRnWTVmHdVPW2ew3u91s9Hy5J56c/6R5m+mYEc0fCIWKk+bHLIRMlpaW4rXXXsOPP/6IyMhIqFQq/PDDDzz01hYVp0JovVCvZqIqdGXl9+eUFVmvL3bv5j0YtAbzaKZU8wDwL5OMMXz55Zd45513EB4eDo7jsG7dOt5lEhA3D7oyHb575jvczrqNiesm2p2MY0JOeRBCJrdt24ZRo0bBYCj/G3z11Vdo2tR2prynSO38UBlyyoOQCFXqNuHs5ypUZizJ/ysfIWEhTt1GJ6c8yKenAEJVoWg/pD3Sf0vHrbO30KBVA6vXi+8UI7ReKGo3rI3ajWrj+vHrNu/hH+wPdaH16vN+gX52g9OgZQOMXzneZvuWuVugKdZg+PzhqNe0ntVr109cB8dx5nWp/OGPIE6c+3KqQgiZPHfuHEaOHImsrCyMHj0aK1asQEpKivlZ3XwTxAUhQBmAtkPa4shvR7ySCQB2b6Q26AxI/yUdfkF+iGxuLRM3TpQvTtukcxPJ5gHgXyYLCgowbtw4bNiwAaNGjcLq1autntXNN2LlwWgwYvkLy3E1/Som/DQBTTtXLUdyyQPfMqnX6zFjxgzMmzcPvXv3xvnz55GUlISXXnqJpx5bI1YeXEUueRASIUvdJoK4IPjBz+HEHIVSIUhmLLlx4oZTa1fKLQ+yEkqO4/DC7BdwYf8FfN7vc3R9visim0ei9F4pbpwoX7F+3uV5AIA2g9rg5OaTNlPuo9tF48CPB7Dt022o17QeQuuHIrZnrN3jhYaFIv7xeJvtexbtAQC7r2WmZqJpl6bmmWHhqnDJTfkXQiZXrlyJV155BY0bN8b69evx1FNPWT2rWwg4jkO4KhxDPhyCi/sveiUTALDmrTUou1+GmG4xqNWgFu7n3UfG2gzkXczDE7OfQEBogFX7C6kXUCeqDqLioySZB4B/mUxLS8PIkSNRVFSEX3/9FbNmzbJ6VrcQiJWH9dPW43TyacQNiENpQSky1mRYvV5xpqcc8sC3TJpK3Pv378fcuXORlZWFtLQ087O6hUCsPADAvu/2QV2oNt8qdWbrGRTeLP//PV7qgaCaDyRBDnkQGiFL3SZMecjWZztsK2Rm7t++j5tnbqL7C90d9kNueZCVUAJAiwYt8PaOt5H8STJObj6JAz8eQEjdEES2iMSQDx8Mk3d5rgv2fbevfG2vrs3M2/v/uz/uXr+LnV/thKZYg5jHYhyeHJxFXaTG+d3nMeKTEQDKV7qPUEY42Mu78C2TliXu0aNH49tvv8WwYcPMz+oWmkhlJG6F38JbO95CyicpXslE+2Ht8ed//8SBpQdQcrcEgaGBiGobhaEzhqL1wNZWbY1GI05sOoGuz3WFklNKLg8AvzJpWeI2LVT+448/4uzZs0hPTxek1G2JGHnIPl1+gTqz9QzObD1j87qlUMohD3zLpKnE7efnh9TUVJSWluL999/HokWLPFrE3hnEyAMA7Ppml3lxawA4ufkkTm4+CQB4dOSjZqGUQx6ERuhStyWRykjc0t9yuLh5jfAagmXm5OaTUAWo0G5Yuyr7IEV/cATHzNON5EGmNhPJJclOtf122LeoFVkLoxaNErhX5aQuTMWur3dh2pFp8A8qPwkPChmER/zdu1Gbb/iWScsS94IFCzB27FgsXrwYr7zyClJSUgQdnTThSh4A72fi5B8nsfKllZh2ZBpqRdaSVB4AfmXSssRtWqj8zJkz6Ny5M6ZOnYoZM2bw0+kqoDx4Bp8yaVni7tevH1auXAl/f3+0bt0aLVq0wLZt2wQffaE8SBvGGAYPHoxjx47hzJkzgo1OmnA1D87gamY+6fUJHn7sYQyfN9xhW7nlQVbrUAJAtCra6WdxPj7tcRz7/RjuXr8rcK/K76FLXZCKfpP7mWVSAQWiVFEO9vQOfMvkypUrbZ7Fbfmsbm/IJOBaHgDvZgIAdn65Ez0m9ECtyFqSygPAr0ympaXZPIsbgPlZ3UKWui2hPLgPnzJ58+ZN9OnTx+ZZ3KZndQtZ6raE8iBt+H5WtyNczYMzuJKZczvO4fbl20h6M8lhWznmQXYjlACwtXgrMnWZYJBu1zlwaO7XHP1D+4vdFV5lsmKJ2/QsbsYY+vbti8zMTJw+fVqwiTj2oDy4Dl8yWbHE/csvv5jLmB988AHmz5+P9PR0wSbi2IPy4Dp8yqRliXv16tXo0aN8Dd+UlBQMGDAAixYtwssvv8xX1x1CeZAm2dnZiIuLw9ChQ7FixQqvHZfyIByyu4cSANoGtsUF3QWxu1ElDAzxgbaTdrwNnzJpWeKu+Cxu07O6hZrVrVarodFobLYrlUq0DaI8uAJfMmmvxG0SkaNHj2LevHmYNm2aIDKp0+lQUmL/KRPxIfGUBxfgSybtlbhNz+I2PatbqFndRqMRRUVFdl9rHdSa8iAxvDGru6ioCEaj7b2SLfxa4AIoD0Igu5I3UH5jbZgizHFDEamnqIdIZeVr0XkDPmXSXonbhNCl7nv37iEsLAx16tSx+a9mzZpY/ulyyoOT8CWT9krcJhHRarUYN24cWrduLVipu1u3bnbzUKdOHTzX7znKg5PwJZOVlbhNCF3qfvvttyvNQ9uGbSkPEkPoUvdvv/2GWrVq2c1DsxrNUAfCl9c9Qa55kKVQchyHhKAEsbtRJd2Cuok63Z8vmSwtLcULL7yA0aNH230WN2MMEyZMEHRWd82aNdG0aVO7n2doaChGjRpFeXACPmSSMYYvvvgC3bt3R2RkJI4dO2bzLO45c+bg7NmzWLZsmWCzujt1sv8EC47jMHnyZMqDE/Alk9u2bUO7du1w6dIlu8/iTklJwffff49PP/1UsFndjz76aKWvjR8/nvIgIbwxq7tt27aVPg++a9eu6B7ieMkeMZFrHmQplADQzL8ZYv1iwTnzMEwvYrr3oZl/M8eNBYIvmTx37hy6dOmCVatWYenSpVi2bBlCQkKs2phK3d9//71g900qFAr8+9//RsXbfZVKJbZt24aoqCjKgwP4kEnTs7jffPNNvP7669i7d6+NIJhK3UIuYA4AkydPtnvB+PzzzzF48GDKgwP4kEm9Xo9p06ZhwIAB6NChA44fP26+X9KE0KVuE3//+98RGWk9oqNQKPDUU0/h448/pjxIBG+UugHg4YcfxqBBg6ykTKFQoGnTpkhJSaE8CIRshRIAEoMTEcAFOG7oRQK4APQK7iXa8fmSyapK3Ca8Mav7zp07eO+99/Dqq6+C4zirE8RHH32Ebt26mX+mPNiHD5msqsRtwhulbo1Gg4ULF6J3794wGo3mPCiVSgwdOhSvv/66uS3lwT58yKSjErcJoUvdjDFs3rwZXbt2RU5Ojnm7UqlEdHQ0fvjhB/NxKQ/i441Z3cePH8eTTz6JzZs3Ww1CqFQqrF+/HjVqlD/ljPLAP7IWyiBFEJKCHU+/9yZJwUkIUojzqCQ+ZNJRiduE0KVuk0g2adIE33zzDd544w38+OOPYIxBoVBg0KBBeOutt6z2oTzY4qlMOlPitjyWUKVuk0g+/PDD+Ne//oVevXph165dUCqVAIAGDRpg2bJlVtJCebCFD5l0VOI2IWSp2ySSnTp1wpAhQxAcHIzt27ejWbPykR3TM+Nr1apl3ofyIC5Cl7pNItm+fXucPHkSy5Ytw6hRo8znhG+++Qbx8Q8mulAe+EfWQgkAMf4x6BbYzXFDL5AQmIAY/xhRjs2HTDpT4jYhVKm7oki+/vrruHLlCubNm4fRo0cjLi4OERERWLFihd2LGOXhAZ7KpDMlbhNClbrtieSZM2fw3//+F71798aLL74IlUqF3377ze6IB+XhAZ7KpDMlbhNClbrtieSuXbuwZ88eJCUlYfbs2QCAL7/8Eh06dLDZn/IgDkKWuu2J5Pnz5zFmzBh8+OGHUCgU+Mc//oEJEybY7Et54BdZrkNZEcYYDpYdREZZhuPGAtExsCMSAhNEuZGWD5m0fBb32rVr7Y5Kmrh69SratGmDZ555BkuWLPGk62bu3LmDzz77DF9//TU4jsNrr72Gt956C/Xq1bNqd/v2bQCwW14zUd3zAHguk5bP4l62bFmlo5JAef46deoEjuOQlpbGy+ikRqPBjz/+iHnz5pmfAz1t2jS0aNHC5tjXrl3Dww8/XOl7UR48l0nLZ3HPmTMH7777bqWTHgDgxRdfxOrVq3H69GleRicZY/jjjz8wY8YMHDlyBD169MDMmTORmJho9ZkyxnD+/Hm0aNGi0s+a8uB9li1bhnHjxmHjxo28jU4eP34cs2bNwu+//46YmBhMnz4dzz33HFQq69UQL126hIceeqjSzFMe+MMnhBIoD0VGWQYOlh30+rETghLQKdD+rFOh8VQmLRcqHzNmDL799ttKRyUB8L6AubMi6SrVNQ+AZzJZ1ULllcHnAubOiqSrVOc8eCqTlS1UXhl8LmDurEi6877VNQ/ehu8FzJ0VSVegPPCDzwiliSxtFnaU7oCGaQRdCZ8DhwAuAEnBSbItc9t7Frcj+HpWt1AiWZHqlAfAM5msaqHyyjh69Cg6d+6MadOmefSsbqFEsiLVLQ+eyGRVC5VXRmFhIS/P6hZKJCtS3fLgbfh8VrcQIlkRyoNn+JxQAoDaqEZqaSoydZmCHaO5X3MkBiciUBEo2DGqwlOZdKXEbYKPUre3RNKS6pAHwDOZdKXEbYKPUre3RNKS6pIHT2TS1RK3CU9L3d4SSUuqSx7EgI9StzdE0hLKg/v4pFCayNJm4ZD6EPKN+eDAefSNw7R/mCIMCUEJsl1n0tUStwlPS91iiGRFfDUPgPsy6U6J24QnpW4xRLIivpwHT2TS1RK3CU9K3WKIZEV8OQ9i4Gmp29siWRHKg+v4tFAC5SeqHEMOTpadRKYuE0YYoYACRtg+47MipnYKKBDrF4u2gW0RoYyQ7RNw3Clxm3C31C0FkbTE1/IAuC+T7pS4Tbhb6paCSFrii3lwVybdKXGbcLfULQWRrNgfX8uDGHhS6hZbJC2hPLiGzwulJWqjGjf0N5Crz0WuIRe5+lzooLNp5wc/RKgiEKGMQIQqAlGqKEmsDeWJTLpT4jbhTqlbaiJpD7nnAXBfJt0pcZtwp9QtNZG0hy/kwV2ZNP1NDhw4gDlz5uCdd95xqsRtwtVSt9RE0h6+kAexcKfULSWRtAflwQlYNcZoNLISQwkr1Beyu/q7rFBfyEoMJcxoNIrdNRs0Gg0bOnQoCwgIYMnJyU7vV1JSwsaPH88AsDFjxrDi4mKXjms0GlmfPn1YdHQ0KywsdNj+9u3bbMqUKSwkJISFhoay9957j92+fdulY4qFnPLAGGOzZ89mANjs2bOd3sdoNLLPP/+c+fn5sS5durCrV6+6fNzp06czlUrFjh075rBtWVkZW7BgAYuKimIKhYI999xz7Ny5cy4fUwzklofk5GQWEBDAhg4dyjQajdP7paSksPr167OGDRuyvXv3unzcrVu3MgBs0aJFDtsajUa2adMm9uijjzIArEePHmzXrl2S/UwtkVsexOLGjRusVq1a7Pnnn3eq/bFjx9jw4cMZABYTE8OWLVvGdDqdwL30HMqDLdVaKOWCuzJ59uxZ1rp1axYUFMSWLl3q1rEXLVrEALCUlJQq28lZJOWIOzJ59+5d9sQTTzAAbPLkyS5Jh4kjR44wpVLJPvzwwyrbyVkk5Yg7MqnT6djUqVMZx3Gsf//+LC8vz+Xj3rt3j0VFRbGkpKQqL6RyFknCeYxGIxs0aBBr0KABu3v3bpVt5SqSROWQUEocd2VyxYoVLDg4mLVs2ZKdPn3arWNfuXKFhYaGshdffLHSNiSS3scdmTx8+DBr3Lgxq1OnDtuwYYNbx9VoNCw+Pp61bdu2UmkhkfQ+7shkdnY269mzJ1MqlWz+/PnMYDC4dewJEyaw0NDQSke6SSSrF0uXLmUA2MaNGyttQyLpu5BQShh3ZNLTErcJR6VuEklxcFUm+Shxm6iq1E0iKQ7uyKSnJW4TVZW6SSSrH45K3SSSvg8JpURxRyb5KHGbqKzUTSIpHq7KJB8lbhOVlbpJJMXDVZnko8RtorJSN4lk9aSqUjeJZPWBhFKCuCOTfJS4TdgrdZNIiourMslHiduEvVI3iaS4uCqTfJW4TVQsdZNIVm/slbpJJKsfJJQSw1WZ5KvEbaJiqZtEUnxckUk+S9wmLEvdJJLi46pM8lXiNmFZ6iaRJCqWukkkqy8klBLCVZnks8RtwlTqXrNmDYmkBHBFJvkscZswlbqnTp1KIikBXJFJPkvcJixL3Rs3biSRrOZYlrr37NlDIlnNIaGUCK7KJJ8lbhNXrlxhISEhrG3btiSSEsAVmeSzxG1Co9GwNm3asKioKNaoUSMSSZFxRSb5LnGbeOGFF1hQUBBr3bo1iSRhLnV37dqVRJIgoZQCrsgk3yVuE3l5eaxx48aM4zgWEhJCIikyzsqkECVuxsrvkRw4cCADwDiOI5EUGVdkku8SN2PlOZs5cyYDQCJJMMbKc+bn50ciSZghoRQZV2RSiBK36R5Jf39/BoD9/e9/J5EUGWdlUogSd1lZGfv2229ZeHg4A8DatGnz/+3deXwUhf3/8dduNidyJSEJSuQ0gNyUUIgiQUGQoqLfarVSFRXEWi2tFvULKrYK1irVeqLUgrdSD4SC4Y5fBQ13uEwwggUkAQIESDbH7s7vj/w2zOba3ezM7M7u5/l4+Ae7szvD8jb7ybznkEEyyHwdJvWouN3HSA4cOFABlHbt2ilr1qyRQTKCbdu2TZk4caICKFFRUcrLL78sg6RQFEUGyqDyZ5jUuuJWn2yTkJCgxMTEKJMmTQr4fUVgfB0mta643YNkp06dFIvForRr107p1auXJkOqaDlfh0mtK+76J9ukpaUp8fHxyv79+wN6X2Fe6pNtOnTooADKp59+GuzNEiFEBsog8XWY1Lrirn/W9sMPP6xcdtllPt+rW+jHl2FS64pbPUi6j5G85557fL5Xt9CPr8OklhV3Y2dt//Wvf/X5Xt0i/NQ/a/vvf/+7X/fqFpFDBsog8HWY1LLiburyP77eq1voy5dhUsuKu7FBcu/evT7fq1voy5dhUsuKu6nL/5w8edKne3WL8NPY5X+qq6t9vle3iDwyUBrM12FSq4q7uetIui9gftddd7X4/UXgfBkmtaq4mxokFcW3e3UL/fkyTGpVcXu7jqS3e3WL8NPcdSR9uVe3iFwyUBrIl2FSq4rb2wXJvd2rWxjD2zCpVcXd3CDp1ty9uoUxfBkm3RX3BRdc0OKK25cLkjd3r24RfrxdkNzbvbqFkIHSIL4Mk1pU3L7e2Uaq7uDzNkxqUXH7MkgqStP36hbG8TZMqivucePGtaji9vXONk3dq1uEH1/ubNPcvbqFcJOB0gC+DJOBVtz+3CJRqu7g8zZMBlpx+zpIKopU3aHA2zAZaMXt7y0SpeoOf/7cIlGqbuELGSh15m2YDLTi9vde21J1B19zw2SgFbc/g6SbVN3B5W2YDKTibsm9tqXqDm/+3mtbqm7hKxkodeRtmAyk4vZ3kHSTqju4mhsmA6m4WzJIKopU3cHW3DAZSMXdkkFSUaTqDmf+DpKKIlW38E9ED5Qul0spd5YrZY4y5YTjhFLmKFPKneWa/CD1Nky2tOJu6SCpKFJ1e6NnHhSl+WGypRV3SwdJRZGq2xu989DcMNnSirulg6SbVN1N0zsPemnJIOkmVXfTzJoHPdmIIHaXnYOOgxx1HKXYWcxRx1FqqGmwXDTRpNhSSItKI8WWQrotnXhrvM/rqa6u5oYbbiAnJ4fPPvuMcePG1T1XUVHBfffdx5tvvsltt93Gyy+/TKtWrby+5/Hjx3nuued48cUXsVgs3H///fzxj38kOTnZp21SFIW77rqL9u3b89xzz/n8dwlnRuUB4Mknn+TRRx/lL3/5C7Nmzap7XFEUXnjhBWbMmMHgwYPJzc2lc+fOXt+vqqqKf/7zn8ydO5effvqJm2++mVmzZtGrVy+/tmnPnj1s2rSJmJgYv/4+4cjIPHzxxRdMnDiRsWPHsnjxYo/Pf+XKlUyaNImYmBjWrVvHiBEjvL6foij85z//Yfbs2WzZsoURI0awdu1asrOzsVgsPm1TTk4OCxYs4LXXXvMpg+HOyDzoYfv27fz5z3/m008/pXv37ixcuJBbbrkFm823r/3Dhw8zffp0fvOb33D11VfrvLWhz+x5MIJFURQl2BuhJ0VRKHYWs6NyB/tq9uHChRUrLlxeX+tezoqVjOgM+sf1Jy0qrdkf0M0Nk3v37uXGG2+kqKiIV155hdtvv93rNtQfJO+77z6/Bkm3+fPnM23aNHJycrjyyiv9em04MToP0PQwefLkSSZPnsySJUt44IEHmDNnjtfBTotBEmDr1q0MHTqUWbNmMXv2bL9eG06CkYemhkmHw8Hs2bOZM2cOY8eO5a233qJDhw5et7/+IPnEE0/4NUgClJWV0bdvX3r16sXKlSv9em04CUYetFZ/kHz00Uf9GiSh9nOYMGEC27ZtY/fu3bRv317HLQ5d4ZAHI4X1QFlUXcRG+0ZKXaVYsKDQ8r+q+/VJ1iSy4rPoFtOtwTLNDZNvv/0206ZNo3PnzixevJg+ffo0uz6tBkmAAwcO0K9fP2666SbeeOMNv18fLozOAzQ9TObl5XHjjTdy+vRpFi5cyDXXXNPs+rQaJKE2p5mZmVgsFvLy8iJ272Qw8tDUMOn+N/3666958sknmTFjBlartcn1aTVIuk2ZMoUPPviAXbt2RezeyWDkQUtaDJJuCxcuZPLkyXz++ecRu3fS7HkIhrAcKO0uO+sr1lNYU6jbOjKiM8hOyK7bld3UMOlvxa3lIAm1XzxjxoyhsLCQXbt20aZNmxa9j5kFIw/Q+DBZv+L+8MMPm/0C13KQdHvssceYO3cumzZtYuDAgS1+H7MKVh6aGibVFff777/fbMWt9SAJtVX3uHHjeO2117j77rtb9B5mFqw8aEXLQRJqq+4+ffpwzTXX8NZbb2m8taHP7HkIprAbKIuqi1hdsZoqpSqg3yi8sWAh1hLL6ITRpJPe6DDpT8Wt9SDpFulVdzDy0D2me6PDpD8Vtx6DJEjVHaw8NDZM+lNx6zFIglTdwcqDFrQeJEGqbjPnIRSEzUCpKAqbKjexsXKj4esuWlzE6/e/7jFM+lpx6zVIQmRX3cHMQ9XGKh76xUMew6SvFbdegyREdtUdzDwkH0zmzqF3egyTvlbceg2SbpFadQczD1lxWQyJG9Lifz89Bkm3SK26zZyHUBIWA6WiKGyo3MDmys1B24bEw4lM6jMJu93uU8Wt5yAJkV11h0IeqrZU8acr/gTgU8Wt5yDpFqlVdyjk4cDSAzz9q6eJjY31qeLWe5CEyK26QyEPQ+KGkBWX5de/pZ6DJERu1W3WPISisBgo8+x5QfnNor4eZ3rw8C8ebrbi1nuQdIvkqjtU8jCIQcybPK/ZituIQRIiu+oOlTwMixnG0rlLm624jRgkIbKr7lDJQ1ZcFpnxmV6X03uQhMiuus2Wh1Bm+utQFlUXhUQYAL5v/T2dhnfigw8+aFBxB3odSX8cOHCABx98kLvuuivihslQysM2tlESU8KSJUsaVNxGDZJQW3VPnjyZvn378r//+7+av38oC6U8fFP9DUu31w6U9StuLa4j6Y8HH3yQU6dOsWDBgogaJkMpDxsqN5AYldjkMXSBXkfSH4sWLWL58uV8/vnnETVMmikPZmDqgdLusrO6YnWwN6OO4lK49q/X0q3tuUsCGDlIQmRfwDwU83Drq7cypv2YuseMHCTdIvUC5qGYhyn/msKdSXfWDZNGD5IQuRcwD7U8AKyuWM35tvM9zvY1cpCEyL2AuVnyYCZNX+jMBNZXrKdKqQr2ZtSxWC1UU01uRS7Hjx/nkUceoUuXLrz00kvcf//97N+/nzlz5ug2TAK8/vrrrFmzhgULFkTUcZMQmnmosdaQW5FLVVUVr7zyCj169OC+++5j5MiR7N69m3feeUfXYXLr1q3MmTOHmTNnRtRxkxCaeXDZXORW5KIoCsuWLSMzM5Orr76ahIQE1q5dS25uLqNGjdJtmCwrK+Ouu+5i9OjRTJ06VZd1hKpQywNAlVJFbkUuUDtIXn/99QwaNIj8/HwWLlzId999x2233abbMKkoClOnTiUhIYEXXnhBl3WEqlDPgxmZ9hjKouoilpUvC/ZmNOntO96mYHWBbsdINiaSz+oO9Tx8ev+n/N97/2fIHkm3SD6rO9TzsO6xdSx5aYlux0g2JVLP6g71POz6xy4WzF6g2zGSTYnUs7pDPQ9Xt7ralBc/N+VAqSgK755+l1JXabA3pVEupwtnqZPbkm6jQ3Lzt07TSqSf1R3qeagsrmSibSK9e/U2bL2RfFZ3qOfhzMEzXHrqUkZl67c3sr5IPqs7lPOguBRKi0rpvrc7k26ZZMggCZF9Vnco5wEgyZrELW1uMd3xzaY8hrLYWRzSYbBGWbGmWHG0dhi2TnfVnZOTE1HDJJgjDwkXJNCudTvD1umuumfNmhVRwySYIw9tu7Sld+vehn1hRHLVHep5sFgtJF+UzNjBYw0bJiO56g71PACUukopdhbT0dYx2JviF1MeQ7mjcgcWLPx36395fuzzzOg0g+mJ0zm08xAAix9czCvXvWLItuxdvZcZ6TM4e/ysx+MWLORX5huyDZF8VjeEVh6Kvyvmjx3+yJE9RzweNzIPkXxWN5zLAxCymTAyDxC5Z3WD5KEx7rO658+fH1FndYNnHrzRIi+L7lzEwskL/dpGo/OgFdPtobS77Oyr2YejxsG/Jv+L6LhoJj45kZiEGBLTEyn9sZRv3v6Gaf+eVveasiNlbFi0gX6/6Eenfp38XqezxskzI56hpLCEa564hsvvu7zuud6je5PcNZlVf1/FdU9dV/e4gkJhTSGXuS7T9YytSD6rG4zLw8ZFG9m8eDMl+0qwl9lpm9aWHpf0YOxDY0m6MKluubReaVx85cWseHoFd7x1R93jRuUBIvesbjiXBwUFZ41Tt0y4XC42fbCJ/GX5HM4/TMWpChIvTGTw9YMZ9btRRMdF1y3bWCaMzEOkntUNxuUB4MctP5L3fh4/bvmRn3b/hMvh4vkTzzdYLth5iNSzusEzD95olZcrfn8Fz13+HId3HeaCvhf4tJ1G5kFLpttDedBxEBcuju8/zsmDJxl17yiybs9iyI1DSGiXQO5ruSR2TuSiERfVvaasuIycZ3I4vPNwi9b55etfcvLwySafz7o9i42LNlJ5ptLjcRcuDjkOtWidvorks7rBuDwc2nmIxM6JXHHfFdzw7A0MuWEIe9fsZd4V8yg7UuaxbNbtWeQvy+f4/uMejxuRh0g+qxvO5QHQNRM1FTW8/7v3OXv8LFmTs7juqeu4cPCFrHh6BfNvnE/9Q9Mby4QReYjkqhuMywPAnlV7+Obtb7BYLCR1SWp22WDlIZKrbvDMgzda5aVT/06kD0xn3cvr/NpWI/KgNdMNlEcdR7FirauY49uem96dNU62/HsLg64dpNn6zhw7Q87fcrji/iuaXGbA1QNwVDnYvmS7x+NWrJQ4SjTblvoiveoG4/Jww7M3cMvLtzDqd6MYNmkY42eOZ+oHUykvLWfTh5s8lu2Z3ZOEdgnkvZ/n8bjeeYj0qhvO5QHQNRNRMVH8fsXv+cPKP3DlA1cy/Lbh/PqlXzN2xli+/+p7CnMLPZZvLBN65wFqq+6ysrKIrLrBuDwAXHrHpcw9MJcH1j5Az+yezS4brDy4q+7XX3894qpu8MyDN1rmZdDEQeQvy6fqrO+XKTIiD1oz3UBZ7Czm7Xvf5sUJLwKwcPJCpidO58WrX+SHb36gvLScjOyMuuX3fbWPeVfMA+D9373P9MTpTE+czrfvfevT+pY+sZSUHikMuXFIk8u07tCa8/ucz64Vuzwed+GixKlPICK96nYzOg9qiRcmAmAvs3s8HhUdRY9LexiaBzhXdS9cuDDiqm63YmcxLly8e++7umbCFmOj68+7Nni8/4T+AJQUev47N5YJvfPgrrqfffbZiKu63YzKA0DrlNbExPv2/10w8uCuum+99VYmTJig23pCmTsP3midl56jelJdXk3B+gKft1XvPOjBVMdQKorCUcdRsm7Lol3Hdqyat4rLpl7GhYMvpHWH1uzP24/FYvE4hiEtI42rHrmKFXNXMPy24XQfXntboy5Du3hd349bfmTTB5u4f/n9eDuGt9OATuxcvrPB40cdR1EURfO9A5F8Vreb0XkAKD9Rjsvp4uShk+T8LQeAjMsyGiznzkPl6Uri2sTVPa5XHiL5rG43dx4AQzOhdqbkDACtklo1eK6xTOiVB3XVPWXKFE3f2yxCIQ/NMTIP6qr7+eef1/S9zUKdB2+0zktqz1Si46PZ/+3+ul86faFXHvRiqj2UdsVODTV0Hdq17jeEbsO7MeTGIfQc1ZOj+46S0D7B4wu8dUpreo+uvfZfl8wuDLlxCENuHEJyl+YvNK4oCh8/9DGDrhtE16EN90TUl9QlifLScs4cO+PxeDXV2BV7E69qGam6axmZB7fH+zzOoz0fZd4V8ziQd4Drn76enqMa1ltJXZJQXAol+zx/w9QjD1J113LnATA0E2pr/rGGuNZxde+n1lgm9MgDSNUNoZGH5hiZh0ivusEzD95onZcoWxTtLmhHcUGxX9usVx70Yqo9lA6l+es6lp8oJ76dNmdE5b2Xx5G9R5i8cLJPyye0S6jdhtJyWndo7fGct+32h1Td5xiZB7e7P7qbmsoaSgpL2LJ4C9UV1Y0ul9A2oW4b6tMyDxDZZ3Wr+fK56pEJt1XzVlGYW8gvn/1l3b+/WlOZ0DoP7qp7/vz5EVt1Q/Dz4I1ReZCqu5YWn2sgeUlom9Do94E3WudBT6YaKJ04vS/kx31/qs5WUVV+7iBZa5SV85LPo/J0Jcv+sozLf3c57Tv59ttc3VmdjewM8Gm7fSRV9zlG5UHNfWbfxWMupt/4fvz1kr8S2yqWEVNGeK62mRtQaZkHqbrP8flz1TgTAFs/2cryp5YzbNIwLr3j0sZX20QmtMyDVN3nBDMPPq3WgDxI1X2OZp9rC+8t2NKbEmqZB72ZaqCMIqrZ51sltuLHLT/6/H5rX1pLzjM5dX9un96ex3c8ztqX1uKsdjLoukGU/rf2ivplP9VeGsZeZqf0v6W0TWuLLebcx2c/Vbtb+rykhj9cvG23r6Tq9mRUHpqS3DWZC/pdwObFmxsMlO4TdfTMg1Tdnnz5XPXIRMG6At797btcfOXF3DDvhibfq6lMaJUHkKpbLVh58JUReXBX3UuXLo3YqttNi8/V37yo2cvsdOjm/62YtcyD3kw1UNoszW9uykUpbFm8BftpO/Ftzu2WbuoHa+ZNmXQbdu4G7O6LEZ88fJKKUxU8nfV0g9esmreKVfNW8WDugx4H5pb+WEqrpFaN/rbqbbt9IVV3Q0bloTk1lTU4qhpWEqU/lmKxWujQo+EPEC3yAFJ11+fL56p1Jg5sPsA/b/0nFw68kNvevI0oW9M//JvKhFZ5kKrbUzDy4A+98yBVtyctPld/8+LmdDg5dfgUfcf19XudWuXBCObZUiDeEk800U0eWNslswuKonBw+0GPM29jEmq/bOtf3iW5S3KjB1pfNvUy+o3v5/HY2WNn+eiPHzH05qH0Hd+XpM6eF649tOMQXTK7NHivGGKItwR+jI5U3Q0ZlQenw0nV2aq642TdftzyI0f2HGHwLwc3eM2hHYdI65Xm8UMHtMuDVN0NecsDaJcJgOKCYt646Q0S0xOZ8sEUr5eMaSwTWuVBqu6GjM6Dv/TMg1TdDfmSB2/8zYtbSUEJNZU1fl8pQKs8GMVUA6XFYiHFlsJhR+N3L+g2rButEltRmFvo8Y+d3DWZ+LbxbFi4gbjz4ohJiKHzkM4NhkK39AHppA9I93jMXX2n9Uqj/y88T/s/c+wMP+3+iUvvbHjsVIotJeDqSaruxhmVh6ryKmb3m82giYNI65VGTKsYjuw5Qt57ecS1iWPsg2M9lnfWOPn+6+8bPZZOizxI1d04b3kA7TJReaaS1375GhWnKhh13yj2rNzj8XxSlySPq0M0lQkt8gBSdTfGyDwAnDh4gs0fbgbg4LaDAKx8diVQW41n/iqzblm98yBVd0O+5MGblualYF0BMQkxXi94X59WeTCKqS4bBJAWldbkle5tMTZ+9sufNbhjTVR0FLe8cgtWq5WPHviIt6a8xfdff6/ZNuUvy8cWa2PgxIEej1uxkhqVGtB7S9XdPCPyEBMfw7BJwzi4/SA5z+TwyUOfsDtnN4OvH8wD6x6gQ3fPyqowt5CKkxVk3pzp8bgWeQC5gHlzmssDaJeJ8pPlnDp8CsWlsOyJZbwz7R2P/zYs2uCxfGOZ0CoPcgHzphmVB6itsJfPWc7yOcvrjrNz//mbd77xWFbPPEjV3TRvefCmpXnZvmQ7/Sf0J651HL7SKg9GsigtPfUoSAqrC1lRvqLJ548fOM7cn8/l7o/uJmNkwwtO6+FvI/9Gj0t6cN2c6xo8N77VeC6KuaiRV/lm/vz5TJs2jZycHNk72YhQzMOCSbV7ie58+84GzwWah61btzJ06FBmzZrF7NmzA9jK8OQtDxBamQg0D2VlZfTt25devXqxcuVKU+3NMEKk5UFRFCZMmMC2bdvYvXu37J2sx5c8eONvXg7tPMRz2c/xwPoHPM678EWgeTCa6fZQptvSm/0NI7lLMj+f9HNWP7/akO3Zu3ovx344xug/jG7wnBUrnWz+BUhNqm7vQi0PxQXF7MnZw/hHxjd4LtA8SNXtnbc8QOhkItA8gFTd3kRaHuQC5s3zJQ/e+JuXNc+vYcA1A/weJrXIg9FMt4cS4IuzX1BYU4jS0gtCGcCChZ7RPRl73ljvCzdCURTGjBlDYWEhu3btkhNxmhEJeQB4/PHHmTNnDps2bZITcZoRKXnIyclh3LhxzJ8/n6lTp2q4deElUvJw+PBh+vTpw7XXXsuiRYs03LrwEil5CAbT7aEEGBA3IKTDAKCg0D/O93t21uc+q3vBggUyTHoRCXnYtm0bc+bMYebMmTJMehEJeZCzun0XCXmQs7p9Fwl5CBZTDpRpUWkkWZs+2y4UJFuTSYtKa9Frper2T7jnobq6mttvv50+ffpI1e2DcM8DSNXtj0jIg1TdvouEPASLKQdKi8VCVnxWsDejWcPjh7foB72c1e2/cM4DwFNPPSVndfsh3PMgZ3X7J9zzIGd1+yfc8xBMphwoAbrFdCMjOgNLYzfPDiL3sQ/dYrp5X7gRUnW3TLjmQarulgnXPEjV3TLhmgepulsmXPMQbKYdKAGyE7KJtcQGezM8xFpiGZkwskWvlao7MOGWB6m6AxNueQCpugMRjnmQqrvlwjEPwWbqgTLeGs/ohIaX6wmm0Qmjibf6f6skqboDF055AKm6AxVueZCqOzDhlgepugMTbnkIBaYeKAG6x3RneNzwYG8GAFlxWXSP6d6i10rVrY1wyYNU3doIlzxI1a2NcMmDVN3aCJc8hApTXoeyPkVR2FC5gc2Vm4O2DUPihpAVl9WiGurAgQP069ePm266iTfeeEOHrYssZs9DdXU1mZmZWCwW8vLyZO9kgMyeB4ApU6bw4YcfsnPnTtk7GaBwyMPChQuZPHkyS5culb2TAQqHPISKsBgooTYUmys3s6Fyg/eFNZYVn0VmXKb3BRshFzDXh1nzAHIBcz2YOQ9yAXPtmTkPcgFz7Zk5D6EkbAZKt6LqIlZXrKZKqdL14qUWLMRaYhmdMDqg3dRyr259mS0P27ZtY+jQocycOVPu1a0Ds+VB7tWtL7PlQe7VrS+z5SHUhN1ACWB32VlfsZ7CmkLd1tEzuifZCdnEWeNa/B5SdRvDLHmQqtsYZskDSNVtBDPlQapu/ZkpD6EmLAdKt6LqIjbaN1LqKsWCJaDfONyvT7ImkRWfFfB1oqTqNl4o5wGk6jZaqOdBqm5jhXoepOo2VqjnIRSF9UAJtYNbsbOY/Mp8CmsKceHCihUXLq+vdS9nxUpGdAYD4gaQGpWqSe0kVXdwhGoepOoOjlDNg1TdwRGqeZCqOzhCNQ+hKuwHSjW7y84hxyFKHCWUOEsocZRQQ02D5aKJJtWWSmpUKqm2VDrZOml6bSipukNDqORBqu7QECp5AKm6Q0Eo5UGq7uALpTyEqogaKOtTFAW7YsehOHDiJIoobBYb8ZZ43X6LkKo7dAUjDyBVd6gKVh6k6g5NwcqDVN2hKVh5CGURPVAGg1TdQk2qbqEmVbdQk6pbmIkMlAaSqluoSdUt6pOqW6hJ1S3MxBbsDYgUcq9uUZ/7Xt2bNm2SYVLU3at7/vz5MkwKuVe3MB3ZQ2kQqbqFmlTdQk2qbqEmVbcwIxkoDSBVt1CTqlvUJ1W3UJOqW5iRVN46k6pb1CdVt1CTqluoSdUtzEr2UOpMqm6hJlW3UJOqW6hJ1S3MTAZKHUnVLdSk6hb1SdUt1KTqFmYmlbdOpOoW9UnVLdSk6hZqUnULs5M9lDqRqluoSdUt1KTqFmpSdYtwIAOlDqTqFmpSdYv6pOoWalJ1i3AglbfGpOoW9UnVLdSk6hZqUnWLcCF7KDUmVbdQk6pbqEnVLdSk6hbhRAZKDUnVLdSk6hb1SdUt1KTqFuFEKm+NSNUt6pOqW6hJ1S3UpOoW4Ub2UGpEqm6hJlW3UJOqW6hJ1S3CkQyUGpCqW6hJ1S3qk6pbqEnVLcKRVN4Bkqpb1CdVt1CTqluoSdUtwpXsoQyQVN1CTapuoSZVt1CTqluEs4geKBVFwa7YcSgOnDiJIgqbxUa8Jd6nH/xSdYeXQPMgVXd4CTQPIFV3ONEiD1J1hw8t8hBuIqrytrvsHHQc5KjjKMXOYo46jlJDTYPlookmxZZCWlQaKbYU0m3pxFvjPZaRqtv8tMwDSNVtdlrnQapuc9M6D1J1m5vWeQhHYb+HUlEUip3F7Kjcwb6afbhwYcWKC5fX17qXs2IlIzqD/nH9SYtKw2KxSNVtUnrlQapuc9IrD1J1m5NeeZCq25z0ykO4CuuBsqi6iI32jZS6SrFgQaHlf1X365OsSXQ/050re18pVbfJ6JWHzOhMbhx+o1TdJqNXHrLis5h771ypuk1Gzzx8+d6XUnWbjJ556BbTTcMtDR1hOVDaXXbWV6ynsKZQt3XsXb6XP0/4MyltU3Rbh9CGEXnY+vFWfjf0d2T2z9RtHUIbRuRhy7+3cEn0Jdx9+926rUNow4g85C/JR/lW4c1X39RtHUIbRuQhIzqD7ITssKvCw26gLKouYnXFaqqUqoB+o/BKgThrHKMTRtM9prt+6xEBMSwPLoiLkjyEOqPyoLgU4qPiJQ8hzrA8OBXiouIY02qM5CGEGZUHCxZiLbFh9/MhbAZKRVHYVLmJjZUbDV93VlwWQ+KGhPWxEWYjeRBqkgehJnkQapIHbYTFQKkoChsqN7C5cnPQtmFI3BCy4rLCIhRmJ3kQapIHoSZ5EGqSB+1Yg70BWthUuSmoYQDYXLk56NsgakkehJrkQahJHoSa5EE7ph8oi6qLgrKbujEbKjdQVF0U7M2IaJIHoSZ5EGqSB6EmedCWqQdKu8vO6orVwd4MD6srVmN32YO9GRFJ8iDUJA9CTfIg1CQP2jP1QLm+Yj1VSlWwN8NDlVJFbkVusDcjIkkehJrkQahJHoSa5EF7ph0oi6qLKKwp1PdSMC2goFBQU8AP1T8Ee1MiiuRBqEkehJrkQahJHvRhyoFSURQ22kPjuIembLBvIAxOoDcFyYNQkzwINcmDUJM86MeUA2Wxs5hSV2mwN6NZpa5Sip3Fwd6MiCB5EGqSB6EmeRBqkgf9mHKg3FG5Awver9dUdbaKWRmz2LzYmNPxF925iIWTFwK1V8LPr8w3ZL2RLlTzsPSJpcwbPQ+QPBjJ1zxA8DIheTCO5EGo+ZMHb/zJS/mJcmZ0msGeVXu8LmvWPJhuoLS77Oyr2efTsQ+583OJPS+WwdcPrntsz6o9rHh6RYvX/8M3PzA9cTrTE6dztvSsx3NX/P4KdizdweFdh1FQKKwpNPUZW2ZgdB6q7dW8f9/7PJ31NA93fpgZ6TN4ZsQz5L6Wi7PG6bHsyGkj+Wn3T+xasUvyYBB/8gDaZOLkoZN88dcvmDd6Ho90fYSZPWby4tUvUrC+oMGy7kzsXLFT8mCAYOQB4Ks3v+Jft/+L2f1mMz1xOu/e+26jy0kejOVvHrzxJy+tElsxbNIwls9Z7vV9zfp9YbqB8qDjIC5cXpdz1jj5cv6XDPvNMKxR5/6ae1btIeeZnBat2+Vy8fFDHxPTKqbR5zv170T6wHTWvbyudnlcHHIcatG6hG+MzkNNZQ3F3xVz8ZiLmfDYBK7987Wc3/d8Ppv5Ge/+1vNLo01qG/pe1Ze1L60FJA9G8DUPoF0mdq3YxZp/rCG5azLjZ47nygevpOpsFa9e/yrfvvutx7LqTEge9BeMPACseWEN+/5vH2m90rDamv6alTwYy588eNOSvGRNzuLQjkMUflno9f3NmAfTDZRHHUex+rDZu3N2c/b4WQZNHKTZujcu2sipw6cYNmlYk8sMmjiI/GX5VJ2twoqVEkeJZusXDRmdh1btW/GHVX/gmieu4dI7L+WSyZcw6dVJXHrXpWz9eCunS057LD9o4iD2f7Of4weOSx4M4GseQLtM9Li0B4/nP86tb9zKiLtGMHLaSKZ/MZ2Ui1JYMbfhngp3Jk4cOCF50Fkw8gBw37L7eOr7p5i2eBq2WFuzy0oejONPHrxpSV7SeqbRsXdH8t7P87qsGb8vmk96CCp2FlPwVQGfP/Y5R/YeoW3Htlx+/+WcLj5NzjM5PH/ieQB2Lt9J4oWJJHdNrnvtu/e+y6b3NwEwPXF63ePu1zSn/GQ5y59azlWPXMWZY2eaXK7nqJ4seWwJBesL6D+hPyVOcwXCbIKVh/oS0xMBsJfZaZPapu7xjOwMAHYt30X2b7MlDzordhbjwsW+r/YZlomOvTs2eMwWa+PiMRez/pX1VJ6pJK51XN1z7kzkL8+nf4/+AfxthTfByAOc+3ngC8mDcdx58EbPvGRkZ5D3Xh6KojR7724XLtN9X5hqoFQUhS1btzD/hvm0SW3DuIfHoTgVVv5tJa2SWnksuz9vP536d/J4LOu2LE4fOU3B+gImvTbJr3WvmLOC1imtybo9i5y/NV1/pPZMJTo+mv3f7qf/hP4cdRz1GhzRMsHMg6PaQeWZSmrsNRzcfpB1L6+jfXp7krsleywX3yaepK5J7P92P9m/zZY86EhRFI46jnIo/1BQMlHfmaNniEmIISbB8xAZdSYkD/oJtTw0RfJgDHcevNE7L+kD08l9NZfivcV0vLjhL6NqZsuDqQZKu2Jn6dNLsUZZ+f2K39O2Y1sABk4cyNxhc+uWczqclO4vpd9V/Txe33VoVzr06EDB+gKG3DjE5/X+tPsnNizcwNQPp3ocK9GYKFsU7S5oR3FB7Sn/1VRjV+wkWBJ8Xp/wTbDyAJC/NJ+3prxV9+f0Qenc/OLNRNmiGiyb1DlJ8mAAu2KnhhpWPL0iKJlQO/bDMfKX5TPg2gGN/sxwZ0LyoJ9QyoM3kgf9ufPgjd55SeqcBEBxgfeB0mx5MNUxlFWOKgpzC+k3vl/dPzRAh24d6D26d92fK05WoCgK8e3iNVnvxw9/TO/Rvel1eS+flk9om0D5ifK6PzsUhybbITwFKw8AF424iHs+uYfb/3U7WZOziLJFUV1e3eiyCe0kD0ZwKA5cTlfQMuFWXVHNwskLiY6L5urHrm50GXUmJA/6CJU8+ELyoD9fPlcj8pLQrnY4VH8nNMdMeTDVHsrio8XU2Gs8jllwa+wxf64McPb4WVzOc8dWxLaKJfa8WLZ+spUDeQd46OuHfH6v+le4d+JsYkkRiGDkwa11Smt6pvQEYOC1A1k1bxWv/s+rzNw00+MYSvj/eVA1FpIHfThxcubYmaBlAmq/kBbdtYjigmLu/uhujy8lj9WqMiF50Eco5MFXkgf9+fK56pmXupe45wMfW2wz5cFUA2UUDevExiS0T8BisVBxqsLn937uiuc4efBk3Z/HzhjLVQ9fxeePf87AawcSFRNF6X9rr65vL6u9NtSpw6dwVjsbfGnYy+x06NbB7+0W/glGHpoy4JoB/OfJ/7BzxU4uuf0Sj+fsp+ycl3ie39st/OPP56pXJj74/QfsydnDpNcnkXFZRpPvpc6E5EEfoZAHX0ke9Kfl59qSvLjZT9XOD+rvhOaYKQ+mGig7pnYkOi6a4/uPN3hO/ViULYqkrkmc+O+JBss1dXDrb+b/hprKc8dXJHWpPc7h1OFTbPn3Frb8e0uD1zyb/Szn9z2fGV/OqHvM6XBy6vAp+o7rW/eYzWKqj9k0gpGHpriXrTxd2eC50v+WckGfC+r+LHnQh81io3WH1kHLxJLHlpD3Xh7XzbmOn/3Pz5rdVnUmJA/6CHYe/CF50J8vn6ueeXFz75hKzUj1uj1grjyYZ0uB82zn0XNkT3Yu30nZkbK6PYPHfjjG3tV7PZbtktmF77/6vsF7uM+4rCirIKHtuQNduw3r1ug673j7jgaPbftkG9s+3cYtr95Cu/PbeTxXUlBCTWUNXYZ2qV0fMcRbgnNcTrgLRh7Olp6lVWKrBj80vnn7G6D2DD41+2k7pftLuWRy7V5LyYN+4i3xxEbFkjEyw9BMAKz9x1rWvbSOMX8cw8hpI5vdTnUmJA/6CWYe/CF5MEa8JZ5oops9MccaZdUtL24Htx8krk0cab3TvG6z2fJgqoHSYrEw6X8nMXPMTF646gUuueMSXE4XXy34io69O3J45+G6Zftd1Y/NH27m6PdHSemRUvd4+oDaL/xPHv6EXpf3wmq1Mvh/BjdYl1v/XzS8Lph7Pb1H9+a8JM/d1gXrCohJiKFndu3xdSm2FNOc8m82wcjD5o82s2HhBvqN70dS5ySqzlbx3drvKFhfQJ9xfRrUnIXrC1EUhX7ja88GlDzox2KxkGJLYdxD4/hu3XeGZSJ/WT6fz/6cDt07kJqRyuaPPO/r2zO7J61TWtf9WZ0JyYN+gpUHgF1f7OKnXT8BtXdUObL7CCufXQlA36v6cn6f8+uWlTwYw52Hw47DzS6nd14K1xfSd1xfn/6dzZYHUw2UAJcMuYR7PrqHzx77jOVzltP+gvZc9fBVlBSWcHTfuWtM9RnXh1ZJrdj+2XaufPDKusf7X92fEVNHsO2TbWz5aAuKonj94eCP7Uu2039Cf+Jax2HFSmqUb7u1RcsYnYduw7pxIO8AWz/eypljZ7DarKT0SGHikxMZMXVEg+W3L9lOt2HdSO6aLHkwQFpUGp0Hdubuj+7m88c+NyQTh3fVfskcKzrGO9PeafD8vZ/f6zFQujOR0jVF8qCzYOQBYMfSHXUXuIbaaxseyq+9jV7b89t6DJSSB+OkRaVxxHGk2Yubpw9M1y0vJYUlHNl7hOvmXOd1W834fWFR6p+SHOIKqwtZUd7wdmYLJi2g+LtiZm2eVfdYzt9yyHsvj5mbZ3q9fqQWDu08xHPZz/HA+gfo1K/2gqfjW43nopiLdF93pArlPJwuOc1fBv2FWxfcWreHUvKgr6byAKGZCcmDviQPQq25PHijRV4+eeQTftj4Aw+se8CnPY9my4OprkMJkG5Lx2H3vC7TsaJj7F21lx6X9PB4PPuebKrKq9j6yVZDtm3N82sYcM2AumHSipVOtk5eXiUCEcp5yH0tl44Xd6wbJiUP+ku3pWPFSrXd85qgoZgJyYP+JA9CzZ0Hb/TIS/mJcr555xvGzxzv0zBpxjyYbg8lQGJaIj+7+WckdU7ixKETfP3m1ziqHfxp/Z/o0L2D9zcwgAULPaN7Mva8scHelLAneRBqX5z9gl/1+BWZN2eS3Dk5JDMheTCO5EGofXH2CwprClGauYjkY70fC2pezJoH0x1DCTBm7BhWfbyKM0fPYIux0SWzC7949Bch8YPBTUGhf1zDE3qE9iQPQm1A3AB6Xd6r9jjXEM2E5ME4kgehNiBuAAU1Bc0uE+y8mDUPptxDqSgK755+l1JXabA3pUnJ1mR+3ebXpjpDy6wkD0JN8iDUJA9CTfKgH9MdQwm1p/9nxWcFezOaNTx+uOnCYFaSB6EmeRBqkgehJnnQjykHSoBuMd3IiM7A4usNMQ3iPvahW4w2F70VvpE8CDXJg1CTPAg1yYM+TDtQAmQnZBNriQ32ZniItcQyMqH5O2UIfUgehJrkQahJHoSa5EF7ph4o463xjE4YHezN8DA6YTTxVvPcKimcSB6EmuRBqEkehJrkQXumHigBusd0Z3jc8GBvBgBZcVl0j+ke7M2IaJIHoSZ5EGqSB6EmedCW6QdKgMy4TIbEDQnqNgyJGxL0bRC1JA9CTfIg1CQPQk3yoB1TXjaoMYqisLlyMxsqNxi+7qz4LDLjMg1fr2ia5EGoSR6EmuRBqEketBE2A6VbUXURqytWU6VUNXsl/EBZsBBriWV0wmjT76YOZ5IHoSZ5EGqSB6EmeQhM2A2UAHaXnfUV6ymsKdRtHT2je5KdkE2cNU63dQhtSB6EmuRBqEkehJrkoeXCcqB0K6ouYqN9I6WuUixYAvqNw/36JGsSWfFZpr1OVCSTPAg1yYNQkzwINcmD/8J6oITaYyOKncXkV+ZTWFOICxdWrLhweX2tezkrVjKiMxgQN4DUqFRTXsFe1JI8CDXJg1CTPAg1yYN/wn6gVLO77BxyHKLEUUKJs4QSRwk11DRYLppoUm2ppEalkmpLpZOtk6mvDSUaJ3kQapIHoSZ5EGqSB+8iaqCsT1EU7Iodh+LAiZMoorBZbMRb4sP6twjROMmDUJM8CDXJg1CTPDQU0QOlEEIIIYQIXFhc2FwIIYQQQgSPDJRCCCGEECIgMlAKIYQQQoiAyEAphBBCCCECIgOlEEIIIYQIiAyUQgghhBAiIDJQCiGEEEKIgMhAKYQQQgghAiIDpRBCCCGECIgMlEIIIYQQIiAyUAohhBBCiIDIQCmEEEIIIQIiA6UQQgghhAiIDJRCCCGEECIgMlAKIYQQQoiAyEAphBBCCCECIgOlEEIIIYQIiAyUQgghhBAiIDJQCiGEEEKIgMhAKYQQQgghAiIDpRBCCCGECIgMlEIIIYQQIiAyUAohhBBCiIDIQCmEEEIIIQIiA6UQQgghhAiIDJRCCCGEECIgMlAKIYQQQoiA/D+NvarHfn0niwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "plot_graph(graph_gt, node_size=1000)\n",
    "\n",
    "\n",
    "\n",
    "for i, n in enumerate(var_names):\n",
    "    plt.plot(data_trans[-100:,i], label=n)\n",
    "plt.legend()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52d4a463",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "32601e85",
   "metadata": {},
   "source": [
    "## Causal Discovery (CD)\n",
    "\n",
    "For VARLINGAM algorithm, causal discovery can be performed for the whole graph (Full Causal Discovery). Targeted causal discovery (finding parents of a specific target variable) is not supported like some of the other algorithms in our library.\n",
    "\n",
    "Multiprocessing is not supported in VARLINGAM.\n",
    "\n",
    "Specifying Prior Knowledge is not supported in VARLINGAM.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25110a27",
   "metadata": {},
   "source": [
    "### Full Causal Discovery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6265ffbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using max_lag 4\n"
     ]
    }
   ],
   "source": [
    "\n",
    "max_lag = 4\n",
    "print(f'Using max_lag {max_lag}')\n",
    "\n",
    "var_lingam = VARLINGAM(\n",
    "        data=data_obj\n",
    "        )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b2b8f20e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/darpit/miniconda3/envs/causal_ai_env/lib/python3.9/site-packages/statsmodels/tsa/tsatools.py:821: FutureWarning: trend 'nc' has been renamed to 'n' after 0.14 is released. Use 'n' now to avoid this warning.\n",
      "  warnings.warn(\n",
      "/Users/darpit/miniconda3/envs/causal_ai_env/lib/python3.9/site-packages/statsmodels/tsa/tsatools.py:821: FutureWarning: trend 'nc' has been renamed to 'n' after 0.14 is released. Use 'n' now to avoid this warning.\n",
      "  warnings.warn(\n",
      "/Users/darpit/miniconda3/envs/causal_ai_env/lib/python3.9/site-packages/statsmodels/tsa/tsatools.py:821: FutureWarning: trend 'nc' has been renamed to 'n' after 0.14 is released. Use 'n' now to avoid this warning.\n",
      "  warnings.warn(\n",
      "/Users/darpit/miniconda3/envs/causal_ai_env/lib/python3.9/site-packages/statsmodels/tsa/tsatools.py:821: FutureWarning: trend 'nc' has been renamed to 'n' after 0.14 is released. Use 'n' now to avoid this warning.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time taken: 0.34s\n",
      "\n",
      " The output graph_dict has keys: dict_keys(['a', 'b', 'c', 'd', 'e', 'f', 'g'])\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "result = var_lingam.run(pvalue_thres=0.03, max_lag=max_lag)\n",
    "toc = time.time()\n",
    "print(f'Time taken: {toc-tic:.2f}s\\n')\n",
    "\n",
    "\n",
    "print(f' The output graph_dict has keys: {result.keys()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b62ad272",
   "metadata": {},
   "source": [
    "The output _result_ has the variable names as its keys, and the value corresponding to each key is a dictionary with 3 keys, parents, value_dict and pvalue_dict. The first one is a list of the causal parents. The dictionary result['value_dict'] contains the strength of the link between the targeted variable and each of the candidate parents. The dictionary result['pvalue_dict'] contains the p-values of the said strength.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6fc53f69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted parents:\n",
      "a: []\n",
      "b: [('a', -1)]\n",
      "c: [('b', 0), ('e', -1), ('b', -1)]\n",
      "d: [('b', -1), ('g', -1)]\n",
      "e: [('f', -1)]\n",
      "f: []\n",
      "g: []\n",
      "\n",
      "Ground truth parents:\n",
      "a: []\n",
      "b: [('a', -1), ('f', -2)]\n",
      "c: [('b', 0), ('f', -2)]\n",
      "d: [('b', -4), ('b', -1), ('g', -1)]\n",
      "e: [('f', -1)]\n",
      "f: []\n",
      "g: []\n",
      "Precision 0.90, Recall: 0.81, F1 score: 0.84\n"
     ]
    }
   ],
   "source": [
    "print(f'Predicted parents:')\n",
    "graph_est={n:[] for n in result.keys()}\n",
    "for key in result.keys():\n",
    "    parents = result[key]['parents']\n",
    "    graph_est[key].extend(parents)\n",
    "    print(f'{key}: {parents}')\n",
    "\n",
    "print(f\"\\nGround truth parents:\")  \n",
    "for key in graph_gt.keys():\n",
    "    print(f'{key}: {graph_gt[key]}')\n",
    "\n",
    "precision, recall, f1_score = get_precision_recall(graph_est, graph_gt)\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c40ed72",
   "metadata": {},
   "source": [
    "The way to read this Python dictionary is that $a[t]$ has no parent. $b[t]$ has parents $a[t-1]$, and so on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93f6c613",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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